{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 文章结构关系\n",
    "\n",
    "### 关键词分布规律\n",
    "* 科学论文是有显示结构的 Introduction, Conclusion\n",
    "\n",
    "### 问题\n",
    "- 新闻是否具有这种特性(结构性)，在开头结尾的词更加重要\n",
    "- 还有什么其他体裁的内容\n",
    "\n",
    "\n",
    "### 我的想法\n",
    "- 利用位置信息找到word significance用来摘要（创新性不足）\n",
    "- 建立多种词之间的关系，即多种SLN"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## TODO\n",
    "1. 绘制分布曲线，而不是散点图\n",
    "2. 数据清洗工作\n",
    "    - 变成小写字母\n",
    "    - 移除标点符号\n",
    "    - 移除数字\n",
    "    - 移除低频词汇\n",
    "3. 统计各个数据集的词数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 科学论文的结构信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import sys\n",
    "sys.path.append('../code')\n",
    "\n",
    "from psumm import preprocess_section\n",
    "from eval_metric import rouge_perl\n",
    "from functools import reduce\n",
    "\n",
    "import corpus\n",
    "from configparser import ConfigParser\n",
    "    \n",
    "config_file = \"../config.ini\"\n",
    "config = ConfigParser()\n",
    "config.optionxform=str\n",
    "config.read(config_file)\n",
    "\n",
    "corpora = list(getattr(corpus, name)(path) for name, path in config[\"Corpus\"].items())\n",
    "\n",
    "cnn, legal, sci,  acl, duc = corpora"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "#from code.data_loader import Corpus, tokenize, segment\n",
    "from functools import partial\n",
    "import matplotlib.pyplot as plt\n",
    "#from metrics import rouge_score\n",
    "import seaborn as sns\n",
    "from psumm import preprocess_sentence\n",
    "\n",
    "#tokenizer_ = partial(tokenize, remove_stop=True)\n",
    "#corpus = Corpus(tokenizer_)\n",
    "cut_tokenizer_ = lambda s: preprocess_sentence(s, remove_stop=True, stem=True).split(\" \")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def proportion(item):\n",
    "    abstract_words, intro_words, concl_words, sect_words = map(cut_tokenizer_,\n",
    "        [item.abstract, item.introduction, item.conclusion, item.section])\n",
    "    \n",
    "    \n",
    "    abstract_words = set(abstract_words)\n",
    "\n",
    "    props = map(\n",
    "        lambda words: len(list(filter(lambda w: w in abstract_words, words))) if len(words) != 0 else 0,\n",
    "        [intro_words, concl_words, sect_words],\n",
    "    )\n",
    "    \n",
    "    set_props = map(\n",
    "        lambda words: len(list(filter(lambda w: w in abstract_words, words))) / len(words) if len(words) != 0 else 0,\n",
    "        map(set, [intro_words, concl_words, sect_words]),\n",
    "    )\n",
    "    \n",
    "    return list(props), list(set_props)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def mean(lst):\n",
    "    lst = filter(lambda x: x != 0, lst)\n",
    "    return sum(lst) / len(lst)\n",
    "\n",
    "\n",
    "def plot_items(items, sort_key = None, scatter=True, save=None):\n",
    "    pos_names = [\"introduction\", \"conclusion\", \"section\"]\n",
    "\n",
    "    props, set_props = [{\"introduction\": [], \"conclusion\": [], \"section\": []} for _ in range(2)]\n",
    "    proportions = map(proportion, items)\n",
    "    if sort_key is not None: proportions = sorted(proportions, key=sort_key)\n",
    "    \n",
    "    for props_, set_props_ in proportions:\n",
    "        for i, pos in enumerate(pos_names):\n",
    "            props[pos].append(props_[i])\n",
    "            set_props[pos].append(set_props_[i])\n",
    "            \n",
    "            \n",
    "    fig = plt.figure(figsize=(10, 5))\n",
    "    \n",
    "    def plot_scatter():\n",
    "        \"\"\"\n",
    "        Scatter\n",
    "        \"\"\"\n",
    "        for i, (title, props_) in enumerate(zip([\"proportion\", \"set_proportion\"],\n",
    "                                               [props, set_props]), 1):\n",
    "            \n",
    "            axis = fig.add_subplot(1, 2, i)\n",
    "            axis.set_title(title)\n",
    "\n",
    "            for pos, color, marker in zip(pos_names, [\"green\", \"brown\", \"blue\"], [\".\", \"x\", \"+\"]):\n",
    "                axis.scatter(range(len(props_[pos])), props_[pos], label=pos, color=color, marker=marker)\n",
    "\n",
    "            axis.legend(fontsize=\"xx-large\")\n",
    "    \n",
    "    def plot_dist():\n",
    "        \"\"\"\n",
    "        Distribution\n",
    "        \"\"\"\n",
    "        for i, (title, props_) in enumerate(zip([\"proportion\", \"\"],#\"set_proportion\"],\n",
    "                                               [props, set_props]), 1):\n",
    "            if i == 1: continue\n",
    "            \n",
    "            axis = fig.add_subplot(1, 1, 1)\n",
    "            axis.set_title(title)\n",
    "            if i == 2:\n",
    "                plt.xlim(0, 1)\n",
    "            \n",
    "            for pos, color in zip(pos_names, [\"green\", \"brown\", \"blue\"]):\n",
    "                sns.distplot(props_[pos], label=pos, rug=False, hist=False, color=color, ax=axis)\n",
    "            \n",
    "            axis.legend(fontsize=\"xx-large\")\n",
    "        \n",
    "    if scatter:\n",
    "        plot_scatter()\n",
    "    else:\n",
    "        plot_dist()\n",
    "    \n",
    "    plt.show()\n",
    "    \n",
    "    if save:\n",
    "        fig.savefig(save)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items(acl.items_generator(), scatter=False, save=\"acl.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items(corpus.items, scatter=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items(corpus.items)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 法律数据\n",
    "\n",
    "法律语料，corpus目录\n",
    "- cititions_summ\n",
    "    - case的正文内容(<sentence>)\n",
    "    - 描述的重要内容(<catchphrase>)\n",
    "- full_text\n",
    "    - case用id区分\n",
    "    - case中包含的重要短语(<citphrase>)\n",
    "- cititions_class/(暂时没用到)\n",
    "    - 案例包含的case和文中附近的语句"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lxml import etree\n",
    "from pathlib import Path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "name = \"06_1\"\n",
    "summ_file = Path(f\"../data/corpus/citations_summ/{name}.xml\")\n",
    "summ_tree = etree.HTML(summ_file.read_text())\n",
    "summ_tree.xpath(\"//citphrase//text()\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_file = Path(f\"../data/corpus/fulltext/{name}.xml\")\n",
    "full_tree = etree.HTML(full_file.read_text())\n",
    "full_tree.xpath(\"//sentence//text()\")\n",
    "full_tree.xpath(\"//catchphrase//text()\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "class LegalItem:\n",
    "    \n",
    "    def __init__(self, name):\n",
    "        summ_tree = etree.HTML(Path(f\"../data/corpus/citations_summ/{name}\").read_text())\n",
    "        full_tree = etree.HTML(Path(f\"../data/corpus/fulltext/{name}\").read_text())\n",
    "        \n",
    "        summ_phrases = summ_tree.xpath(\"//citphrase//text()\")\n",
    "        cite_phrases = full_tree.xpath(\"//catchphrase//text()\")\n",
    "        sentences = full_tree.xpath(\"//sentence//text()\")\n",
    "        self.sentences = sentences[:-2]\n",
    "        \n",
    "        self.abstract = \" \".join(summ_phrases) + \" \" + \" \".join(cite_phrases)\n",
    "        self.introduction = sentences[:10]\n",
    "        self.conclusion = sentences[:-10]\n",
    "        self.sections = sentences[10:-10]\n",
    "        \n",
    "from collections import namedtuple\n",
    "\n",
    "Item = namedtuple(\"Item\", [\"abstract\", \"introduction\", \"conclusion\", \"sections\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "names = list(map(lambda p: p.name, Path(\"../data/corpus/citations_summ/\").glob(\"*.xml\")))[:175]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "litems = [LegalItem(name) for name in names]\n",
    "\n",
    "SP, EP = 0.2, 0.1\n",
    "\n",
    "def construct_item(litem):\n",
    "    spos = int(SP * len(litem.sentences))\n",
    "    epos = int(EP * len(litem.sentences))\n",
    "    intro = litem.sentences[:spos]\n",
    "    concl = litem.sentences[-epos:]\n",
    "    sects = litem.sentences[spos:-epos]\n",
    "    \n",
    "    return Item(litem.abstract, *map(lambda ws: \"\".join(ws), [intro, concl, sects]))\n",
    "\n",
    "\n",
    "items = list(map(construct_item, litems))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items(legal.items_generator(), sort_key = lambda x: x[1][2], scatter=False, save=\"legal\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items(items, sort_key = lambda x: x[1][2], scatter=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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dbyw91X0DEYftlm0WQL2SHD8gOeK+nZEQAgAkmplpRmvrpAoFr4JhRmtrLMpxSwnqjNGZZ56pO++8Uy+++KIk6aWXXtLpp5+u22+/XZJ0yy236Iwzzij7GGeffbZuvPFGvfrqqxOPgUA8KOk4M1toZjOVaxJ9t/dL59zLzrkjnXMLnHMLJD0g6QPOuYH87S4ys0PMbKGk4yT9Z9ADDmK7ZZsFELYkxw9IjrhvZ9MjfXYAABpgaXe3nHMTO1VvZxv1TracwjNGy3t6Ji5L9VVcnHTSSfr85z+vjo4OtbS06NRTT9Xf//3f6/LLL9dXvvIVHXXUUbrxxhvLPsa5556rRx55RG1tbZo5c6b+6I/+SH/1V39V03hQmnNun5l9UtJGSS2SbnDOPW5mX5I04Jy7u8x9Hzez70p6QtI+Sd3OufGAxxvIdss2CyAKSYwfkDxx3s4sqhKltrY2NzAwEMlzAwAQlCeffFInnHBCRbfd3tensZGRiaDAO9ie0dqqpd3dAY+0sYq9bjN7yDnXFtGQUEKxGIztFgCA9Kg0BqNCCACAiMT5jBFQCtstAADpQA8hAAAiVHgQzUE1koDtFgCA5CMhBAAAAAAAEKDscFbr71uv7HA26qFMYMoYAAAAAABAQLLDWa28aaVGx0c1s2WmNl+6We1z26MeFhVCAAAAAAAAQckMZTQ6PqpxN67R8VFlhjJRD0kSCSEAAAAAAIDAdC7o1MyWmWqxFs1smanOBZ1RD0lShQkhMzvXzAbNbKeZ9RT5/WVm9oKZPZL/+bPGDxUAAIRhaGhIt956a9TDACrGNgsAiLP2ue3afOlmrVuxLjbTxaQKEkJm1iKpT9J5kk6UtMrMTixy0zucc6fkf77T4HECAICQcHCNpGGbBQDEXfvcdq09Y21skkFSZRVC75W00zn3jHNuVNLtki4IdlgAADSPzs7cT6P87ne/0/nnn69ly5ZpyZIluuOOO/TQQw+po6ND7373u3XOOefo+eeflyTt3LlTZ511lpYtW6bly5fr6aefVk9Pj+677z6dcsop+tu//dvGDQyp0sjtlm0WAIDwVbLK2LGShn2Xd0t6X5HbfdjM/lDSzyR91jk3XHgDM7tC0hWSNG/evOpHCwAApvSv//qvOuaYY/TDH/5QkvTyyy/rvPPO0/e//30dddRRuuOOO/T5z39eN9xwgy655BL19PToQx/6kF5//XXt379fvb29+pu/+Rv94Ac/iPiVoFmwzQIAEL5GLTv/L5Juc869YWZ/LumfJJ1ZeCPn3LckfUuS2traXIOeGwCARPKqK7ZunXw5k6nvcU8++WRdddVVWrNmjd7//vfr8MMP144dO3T22WdLksbHx/WOd7xDe/fu1bPPPqsPfehDkqRZs2bV98RoCkFst2yzAACEr5KE0LOS5vouz8lfN8E596Lv4nck/XX9QwMAALU4/vjjtW3bNt1zzz26+uqrdeaZZ+qkk05SNpuddLu9e/dGNEJgMrZZAADCV0lC6EFJx5nZQuUSQRdJuth/AzN7h3Pu+fzFD0h6sqGjBAAghbyKikZVBnmee+45HXHEEerq6tJb3vIWff3rX9cLL7ygbDar9vZ2jY2N6Wc/+5lOOukkzZkzR3fddZc++MEP6o033tD4+Lhmz57NgTdKCmK7ZZsFACB8UyaEnHP7zOyTkjZKapF0g3PucTP7kqQB59zdkq40sw9I2ifpJUmXBThmAABQxmOPPaa//Mu/1LRp0zRjxgx94xvf0PTp03XllVfq5Zdf1r59+/SZz3xGJ510km6++Wb9+Z//ub7whS9oxowZuvPOO7V06VK1tLRo2bJluuyyy/TZz3426peElGObBQAgfOZcNK182tra3MDAQCTPDQBAUJ588kmdcMIJUQ8jdMVet5k95Jxri2hIKKFYDMZ2CwBAelQag1Wy7DwAAAAAAABShIQQACA1ssNZrb9vvbLD2alvDAAAADSxRi07DwBApLLDWa28aaVGx0c1s2WmNl+6We1z2yMZi3NOZhbJc0chqunnaCy2WwAAmgsVQgCAVMgMZTQ6PqpxN67R8VFlhjKRjGPWrFl68cUXm+Zg0zmnF198UbNmzYp6KKgD2y0AAM2HCiEAQCp0LujUzJaZExVCnQs6IxnHnDlztHv3br3wwguRPH8UZs2apTlz5kQ9DNSB7RYAgOZDQggAkArtc9u1+dLNygxl1LmgM7LpYjNmzNDChQsjeW6gVmy3AAA0HxJCAIDUaJ/bHlkiCAAAAEgSeggBAAAAAAA0GRJCAAAAAAAATYaEEAAAAAAAQJMhIQQAQMwVLgXeLEuDAwAAIDgkhAAAiLHtfX3a1ts7kQRyzmlbb6+29/VFPDIAAAAkGQkhAABiyjmnsZERDfb3TySFtvX2arC/X2MjI1QKAQAAoGYsOw8AQEyZmZb39EiSBvv7NdjfL0la1NWl5T09MrMohwcAAIAEo0IIAICIVNIbyJ8U8pAMAgAAQL1ICAEAEIFKewN51/v57wcAAADUgoQQAAAhq7Q3kP/6RV1dWrVjhxZ1dU26HwAAAFALeggBABCySnsDmZlmtLZOut6734zWVqaNAQAAoGYW1dnFtrY2NzAwEMlzAwAQB8453bZkycTlVTt2FE3yOOcmXV94Oa7M7CHnXFvU48BkxGAAAKRbpTEYU8YAAIhANb2BCpM/SUgGAQCA5lDJIhmIJxJCAACEjN5AAAAgDSpdJAPxRA8hAABCFlVvoKROPQMAAPHjXyRDkpb39Ew64UWcEX8khAAAiMDS7u5JgZKXFAoqcNre16exkZGJ5/DO4M1obdXS7u5AnhMAAKRXpYtkIL6YMgYAQETC6g1U6TL3AAAA1fAnhTwkg5KDCiEAAFKOM3gAACAIpRbJiHN8wRT6A6gQAgCgCXAGDwAANFISF8mgCfZkJIQAAGgC1SxzDwAAMJVSi2Qs6uoKdJGMWjGF/mBMGQMAIOUKz+D5VwGRqBQCAAC1CXuRjHowhf5gVAgBAJBySTuDBwAAkiOsRTIagSn0k1EhBABAE0jSGTwAAIAgJLEJdpCoEAIAoEkk6QweAABAIyWxCXbQqBACAAAAAACpVmoKvaSmnUJPQggAAAAAAKQeU+gnY8oYAAAAAABoCkyhP4CEEAAAAAAAQJMhIQQAAAAAANBkSAgBAAAAABCCwpWsmnFlK8QHCSEAAIAImdm5ZjZoZjvNrKfI7z9hZo+Z2SNm9mMzOzF//QIzey1//SNm9s3wRw8AqNT2vr5Jy5t7y6Bv7+uLeGRoViSEAAAAImJmLZL6JJ0n6URJq7yEj8+tzrmTnXOnSPprSV/1/e5p59wp+Z9PhDNqAEC1nHMaGxnRYH//RFJoW2+vBvv7NTYyQqUQIsGy8wAAANF5r6SdzrlnJMnMbpd0gaQnvBs450Z8t3+TJI4aACBhvOXNJWmwv1+D/f2SpEVdXU297DmiRYUQAABAdI6VNOy7vDt/3SRm1m1mTytXIXSl71cLzexhM9tqZmeUehIzu8LMBsxs4IUXXmjU2AEAVfAnhTwkgxAlEkIAAAAx55zrc869S9IaSVfnr35e0jzn3KmS/kLSrWbWWuL+33LOtTnn2o466qhwBg0AmMSbJubn7ykEhI2EEAAAEerszP2gaT0raa7v8pz8daXcLumDkuSce8M592L+/w9JelrS8QGNEwBQB3/PoEVdXVq1Y4cWdXVN6ikEhI0eQgAAANF5UNJxZrZQuUTQRZIu9t/AzI5zzv08f/F8ST/PX3+UpJecc+Nm9k5Jx0l6JrSRAwAqZmaa0do6qWeQN31sRmsr08YQCRJCAABEwKsK2rp18uVMJoLBIDLOuX1m9klJGyW1SLrBOfe4mX1J0oBz7m5JnzSzsySNSfqNpI/m7/6Hkr5kZmOS9kv6hHPupfBfBQCgEku7u+Wcm0j+eEkhkkHx5f+8il1OOhJCAAAAEXLO3SPpnoLrvuD7/6dL3O+fJf1zsKMDADRSYTIhTcmFtNne16exkZGJpJ037W9Ga6uWdndHPbyGICEEAEAEvEogKoMAAADixTmnsZERDfb3S8qtBufvAZWWSiESQgAAAAAAAHn+Hk+D/f0TiSF/D6g0YJUxAAAilMlQHQQAABA3/qSQJ03JIImEEICEyQ5ntf6+9coOZ6MeSkMVLjXK0qMAAABAdLyeQX7bentLxulJPE5hyhiAxMgOZ7XyppUaHR/VzJaZ2nzpZrXPbY96WHVrhoZ1AAAAQFJ48bjXM8jfQ0g6uFIoqccpVAgBSIzMUEaj46Mad+MaHR9VZigT9ZDq5m9Y551x8HY2YyMjVArFVBLPAHmSPHYAAIAwmJlmtLZO6hm0vKdHi7q6NKO19aBpY0k9TqFCCEBidC7o1MyWmROZ984FnVEPqW7N0rAuTZJ6BkhK9tgBAADCtLS7e9JqYl7cXiw+T+pxChVCABKjfW67Nl+6WetWrEvVgWwzNKxLk6SeAZKSPXYAAICwFcbjpeLzpB6nUCEEIFHa57Yn5gu2UqUa1pEUaiz/GZ5ilyuV1DNAUrLHDgAAEGdJPE4hIQQAEaq2YR1q08jG3d4ZoMxQRp0LOhO140/y2AEAANBYJIQAIEKlGtZJKtqwDtXzN+6WNCnptqirq6ZKobWr2yW1a22m8eMNWhLPXgEAkESNqk4GgkJCCEDqZYezsa6IqKZhHapH424AABC2RlYnA0EhIQQg1ZKyqlKlDetQGy8p5CWDpNqm43V25v7dunXy5Uym7iECAICUCKI6GQgCq4wBSDVWVYJUunG3cy6iEQUnO5zV+vvWKzucjXooAAA0Je9E1KKuLg329+u2JUsm9YskGYS4oEIIQKqxqhIa2bjbqwSKa2VQUiriAABIu0ZVJwNBIiEEINVYVQnN1Li7WEUc2zwAAOErVZ1MUghxQkIIQOqxqhIa3bg7bpVBHiriAACIXiOrk4EgkRACADSFZmjcTUUcAADRa6bqZCQbCSEAAFKEijgAAKLX6OpkIAisMgYAqEmzrmZVuDJZGlcqAwAA9WuG6mQkGxVCAICqpWk1q+xwtuIpVtv7+jQ2MjJxhs/rETCjtVVLu7tDGjEAAABQPyqEAABVK7aaVRJ5ia1rtlyjlTetLFvt5JzT2MiIBvv7ta23d1LDyLGRESqFAAAAkChUCAEAqpaW1ayqWabd3xBysL9/YqUQf8NIAAAAICmoEAKQSs3a3yYs3mpW61asS/R0MS+x1WItFSW2/EkhD8kgAAAAJBEVQgBSJ039beIsDatZVbtMuzdNzG9bby9JIQAAACQOFUIAUict/W0Qjva57Vp7xtqKk0GD/f1a1NWlVTt2aFFX16SeQkEqV/XGymcAAACoFhVCAFInLf1tEC9mphmtrZN6BnnTx2a0tgZaIVSu6o2VzwAAAFALEkIAUqfaaUBApZZ2d8s5N5H88ZJCQU8XK9X82r/ymZTrZ+SvYvKPFQAAAPAjIQQgldLQ3wbxVJhgCSPhUqrqjZXPAAAAUCt6CAEAEHPlVnVj5TMAAADUgoQQgKbHEvXR4zOYWqnm16VWPqOxNAAAAMphyhiApsYS9dHjM6hd4cpn/h5CEpVCAAAAKI0KIQBNjSXqo8dnULtSK58t6uoKfOUzAAAAJBsVQgCaGkvUR4/PoD5RrXwGAACAZCMhBKCpsUR99PgM6hfFymcAAABINhJCAJoeS9RHj8+gftnhLEk1AAAAVIyEEELln9ZQ7DIAIKea70sacwMAAKBaNJVGaLb39U1aCtlbHWd7X1/EIwOAeKn2+5LG3AAAAKgWCSGEwjmnsZERDfb3TxzkeEsjj42MTBz0AEAzyA5ntf6+9coOZw/6Xanvy9XXrtTl172/6Pel15i7xVpozA0AAICKVDRlzMzOlfQ1SS2SvuOc6y1xuw9L+p6k9zjnBho2SiSet+qNJA3292uwv1+SJi2VDADNYKrpXaW+Lw89+mLNnjev6PcljbkBAABQrSkTQmbWIqlP0tmSdkt60Mzuds49UXC72ZI+LemnQQwUyecd5HgHN5JIBgFoOsWmdxUmcPzfl9cO3ShJevLV+dIvpM7O/ONkJj8ujbkBAADClfQeuZVMGXuvpJ3OuWecc6OSbpd0QZHbrZO0QdJFW+htAAAgAElEQVTrDRwfUsSb9uDn75EBAM2gkuldxb4vAQAAEB9p6JFbSULoWEnDvsu789dNMLPlkuY6535Y7oHM7AozGzCzgRdeeKHqwSK5/D2DFnV1adWOHVrU1TWpRwYANANvete6FeuKrgZW+H35+Cvv0c1Xb9YJv/efWr7wl9qyxR1UHQQAAIDwpKVHbt3LzpvZNElflXTZVLd1zn1L0rckqa2tLRnvEBrCzDSjtXVSzyCvR8aM1tZEldUBQL3KTe8q9X156Ld3aVrLdL4vAQAAIpaWHrk2VebKzNolfdE5d07+8lpJcs6tz18+TNLTkl7J3+Xtkl6S9IFyjaXb2trcwAB9p5tN0udYAkBY0vB9aWYPOefaoh4HJiMGAwCgMZxzum3JkonLq3bsiEW8VmkMVsmUsQclHWdmC81spqSLJN3t/dI597Jz7kjn3ALn3AJJD2iKZBCaV+EfRxz+WAAgjvi+BAAAiK809MidMiHknNsn6ZOSNkp6UtJ3nXOPm9mXzOwDQQ8QAAAAAAAgLtLSI7eiHkLOuXsk3VNw3RdK3Laz/mEBABC9pE/byg5nlRnKqHNBJ0vSAwAANEhaeuTW3VQaAIA02t7Xp7GRkYmdvHcmaEZrq5Z2d0c9vCllh7NaedNKjY6PambLzKIrmgEAAKA2S7u7J50s9JJCSUkGSZX1EAIAoKmkYSnRzFBGo+OjGnfjGh0fVWYoE/WQAAAAUiXpPR+pEAIAoEAalhLtXNCpmS0zJyqEOhd0Rj0kAAAAxAgVQgASpbMz9wMEzZ8U8iQlGSRJ7XPbtfnSzVq3Yh3TxQAAAHAQEkIAABSRhqVE2+e2a+0Za0kGxZyZnWtmg2a208x6ivz+E2b2mJk9YmY/NrMTfb9bm7/foJmdE+7IAQBAdjir9fetV3Y4G/VQqsaUMQCJ4FUFbd06+XImE8FgkHqFS4ku7+mZuCwlp1KIv5P4M7MWSX2Szpa0W9KDZna3c+4J381udc59M3/7D0j6qqRz84mhiySdJOkYSZvM7Hjn3HioLwIAgCaV9EU8qBACAJ8kZ/jROKWWEl3U1ZWopUT9mG4ZW++VtNM594xzblTS7ZIu8N/AOTfiu/gmSV6Z2gWSbnfOveGc+4WknfnHAwAAIUj6Ih5UCAFIBK/CIciKh6Rn+NFYSV5KtFhF3SOPSKecEtWIUMaxkoZ9l3dLel/hjcysW9JfSJop6UzffR8ouO+xxZ7EzK6QdIUkzZs3r+5BAwCA5C/iQYUQAOQlPcOPxkv6UqKeRx6RXn45lyCiUiiZnHN9zrl3SVoj6eoa7v8t51ybc67tqKOOavwAAQBoQklfxIMKIQCJEmQvlKRn+JFM2eGsMkMZdS7obEgQ4a+i81cGedVCiJ1nJc31XZ6Tv66U2yV9o8b7AgCABmuf2564RJCHhBAA5HkZ/kYenAPlhDFN8ZRTDiSHJBpMx9CDko4zs4XKJXMuknSx/wZmdpxz7uf5i+dL8v5/t6RbzeyryjWVPk7Sf4YyagAAEsA//b/Y5WZHQggAfJKc4UfyFJumWOv2x0p8yeSc22dmn5S0UVKLpBucc4+b2ZckDTjn7pb0STM7S9KYpN9I+mj+vo+b2XclPSFpn6RuVhgDACBne1+fxkZGJnpAeqvIzmht1dLu7sCeN0lJKBJCAABEJMxpiiSG4ss5d4+kewqu+4Lv/58uc98vS/pycKMDACB5nHMaGxnRYH+/JGl5T4+29fZqsL9fi7q6AkvSRJWEqhUJIQAAItLIaYphrMQHAACQBN7qsJI02N8/kRha1NUV2KqxUSWh6kFCCACACDFNEQAAoPG8pJCXoJEUWDLI/3xSeEmoerHsPAAAKZLJUB0EAECaZYezWn/femWHs1EPJda86Vp+23p75ZwL7Dn9SSFPXJNBEgkhABUo/NIM8ks0Ss3yOpFebMMAAKSbt0LpNVuu0cqbVjY8KZSWWMJLBnnTtVbt2KFFXV0a7O8PNCkURRKqHiSEAJS1va9v0peY9yW3va8v4pE1VrO8TqQX2zAAAOlXbIXSRklTLGFmmtHaOmm61vKeHi3q6tKM1tbAeghFkYSqBwkhACX5G6N5X2Lel9zYyEgsv9Rq0SyvE5VJ4pkxtmEAAJqDt0Jpi7U0dIXSNMYSS7u7J03X8pJCQa32FUUSql4W1Qfb1tbmBgYGInluAAdkh7NlVzjy7ww8cW6MVqtmeZ0oL2lLhfrFcRs2s4ecc22RPDlKIgYDgGSbKn6vVRxjiSQqXE0sitXFKo3BqBACmlglc5CT1hitVs3yOoPS2XlgufOkNjpM+pkxtmGgNkmsCkRzY5tF+9x2rT1jbcNXKSWWaIzC9yvO7x8JIaCJVTIHOWmN0WrVLK8zaEE3OgySv6x3sL9fty1ZMjEHPAnBUGenU9u7dk26jm0YKC9N/TLQHNhmESTi4ZzC13v/rvsTebKzEiSEgCY21RzkJDZGq0WSX2fU1TheZdDWrbmfSz5wjF77zo8CaXQYhqSeGXPOae+uXXptz57EbcNAVJJeFYjmwzaLICU5Hm6kwqTr/bvu17c/88fa9vfXJ+5kZyWmRz0AANFpn9uuzZduLjkHuVRjNEmxbYxWi6S+Tq8aZ3R8VDNbZmrzpZsbXjpcrbfMeoumyWQNbnQYllJnxsJMClU77zw3Vc+07RfzJc3XVRvfI200bdkS/20YiJL/u36wv3+iZ0ZSqgLRfNhmEaS4xcNR9OHxJ12l3EnB7V+5TmcPHqYfHfeiRvflTnZGHW83Ek2lAUwpDo3RwpC017n+vvW6Zss1GnfjarEWrVuxTmvPWBvJWLz+QZlMcI0Og1Z4Zmx5T89Bl4PeHmppau2991u35v7t6Mj9m8kU34b9n1XQaCodT8RgkznndNuSJROXV+3YEevvfoBtFkGKQzwc5SIfxRpr//uil3Xzsl9p5vR4nICtBE2lAdTNm470wO4HJl2f1qAjSQ3gpOCWHa1XUI0Ogxb1UqG1TgXIZHI/HR25H++y95oAlEa/DCQN2yyCFnU8HPXUyGLtAz5+/Xe17sx1iUkGVYMpYwCKiuN0JEw21ZS/MIVRbRKGpd3dk86EeUFBGMFQo6cCFJ7R6+x0kmyikijMSiEgjspVBUrJ6B+G5sI2i2ZQLh46dc2awKuXiiVdD7llq3pS+vdFhRCAoipZgQzRS2o1TpxFeWasnqbW/sqgYqvQ7N21S7979tkGjxhIrqirAoFqsc0mW2FlC1VdpRWLh2bMnq2HN2xo2Ap7xRZmCbqxtrcYS5xQIQSgKG86klchFJfpSECaFZ6VunboRl33rl0aeHpexYF+sYaI23p7ddWhueDmqo09kozKIEDRVgUCtWCbTaYoe+KEpZE9JItV6Ty7ZYt+89RTknRQn8dqK4VKzYSIW2PtMJAQAlBUnKYjAc2g2FSA696VW0p+W++tFQf8U00908b0BTNAPaLulwFUi202WUqdqKk1mRFHjWw1UW5q5OGLFzdkWn2xmRDeeINIuhYuABKnafskhACU1D63PVaJoDisepB0vIfx5T8rddXGXOLGW0r+EzccqzdtrLyqxwte/CtkeMFMHIIPAACaRaN7BMZRuQRLtcpV6UyfPXuiSkiqvW/WVDMhminpSg8hAIlQrCdKPfOGmxHvYfwt7e7OBz2TA483HXtsVY/DKjQAAMRHPT0Ck6DRK9968ZC/SufUNWu0b+/eSberNbbxZkKsW3Fg5bAgezyVWxE2aiSEAMRe1MtPpgHvYXJ4VTy1Bg5BN0QEAADVSfuJmmIJlnoVVrQ/vGFDQ2Mb/8IszXzSlCljAGKvGUptg8Z7mNPIhofVCmu+eDM2RAQAIK7K9cSR0lMpFGSriSBjmzB7PMWlKsjPospKtrW1uYGBgUieG0D1ojyQ9jjndNuSJROXV+3YkYodaJiCeA+T0peokQ0PaxF2A8E4fC5m9pBzri3UJ8WUiMEAIFzNsMpYGIKKbfxJO0+1J03jEHf5VRqDMWUMwJS8A+lrtlyjlTetVHY4G/oY0l5qG4ZK38PscFbr71tf0eecpBLbYg0Pw9DZmfvZujX3410OWjM1RAQAIM6K9cRZ3tNDMqhKQcU29fZ4SlI8XIiEEIApRXUg7aEnSv0qfQ+rSf4lrS9RoxseVqfwvYjXewMAAILFiZr4qufEc9Li4UL0EAIwpamWZgwaPVHqV+l7WM2yoUnrS+Q1PAx66mNhifDffeQfNLZ3r65SbvWwLVu8s0aUiQMAAESp3h5PSYuHC9FDCEBF4tJDKE5zc5Noqvewlj479HY6oLBHwP79+7Xxwgv1m6ee0nWv3aPZ8+bpunN6tfralTr06KM18PS8VL9X9BCKJ2IwAAAOaESPp7jFw5XGYFQIAahIkCsHVIpS2/pN9R5WW0VTqsQ2qjMiYTdu9iu2SsXDGzboN089pcMXL9ZVT/2R9II02C8devTFmj0v3ckgAACAJFja3T3pJKlX9VNNQ+k4xcPVICEEAJik0uRfsyyjWqlyJcOnrlmj208+WdcO3ShJevLV+dIvok1gAQAAIKfWE89Jj4dJCAEAauLvS/TGJR3q/XGvOi7p0CKF39vJS6xs3Tr5cmGiJegEjJcU8i9beuqaNXp4w4ZgnhAAAACRSXqvUxJCAICaLe3u1v277tdZN5810Xdo0+pNeve806MeWiSKlQx7PYQWdXXp8Z73aFtvr1ZfKx169NHasoVpYwDQjOLQmxFAY9Q75SxKJIQAAHXZ+sutk1Ym2/rLrTo95ISQV/EzVWXQVBVE9ShXMnz44sU6dc2aiQDh0G/v0rSW6YkIFAAAjVXLAg4A4i2pvU5JCAGYhJW8UK3OBZ2a2TJzIrDtXNAZ9ZAiUa5kePrs2Zo2bdrE7dK+uhgAoLTMUGbSiZTMUIaEEIBIkBACMKERSy4i+aqtnql2ZbIglRrzVBVEjVJpyTDJIABoXpxIARAXJIQASCq+ZLZ/+guVQiin0pXJmgHJHwBAOXE6kQKguZEQAiCp/JLZSWmKhvqE0Wcnaml6LQCA5OJECoA4mBb1ANB8ssNZrb9vvbLD2aiHggL+pJCHZBAAAAAApA8VQggVqyrEW7Els7f19iYuKURj7NqE1Wen2bF9AgAAhI8Y7GBUCCFUxVZVQDwULpm9ascOLerq0mB/v7b19so5F/UQK7K9r2/SeL3Xtb2vL+KRAWyfAAAAUSAGK46EEELlrarQYi2sqhAzpZbMXtTVpRmtrYnInvsbY3tf+F6Sa2xkJDFJrahlMumpDir8zKPcBtg+AQAASgsqbiMGK82ievFtbW1uYGAgkudGtLLDWVZViLGkl1L6v+A9NMZuTtv7+jQ2MjLx2XvbxozWVi3t7o5kTM22fZrZQ865tqjHgcmIwQAAcRN03FZJDJam49RKYzAqhBC69rntWnvG2sT/kaVVqSWzOzsP9JYpJQ7VGGltjB2H9zZJojgTVEnD/LRunwDqx/d8cHhvgXgLI26bKgbzet1es+UarbxpZdMsgERCCEBDxGVebqnG2EkO/uLy3iaJf8rjYH+/bluyZKI/VhAJmEqDiDRunwDqx/d8cHhvgfgLI26bKgZrdK/bpKysTUIIQFleZdDWrbmfYpVCcZmXm5bG2H5xeW+TKMxqnEqCiDRunwDqx/d8cHhvgeQIMm6rJAZrZK/bJFUbsew8gLr5v8AH+/sn5uaG3RulVGNsSYlpjF1oqvd2xYrca0pLE+hGKnUmKIht0gsiRsdHSwYRadw+AdQvLvvQNOK9BZIjyLitkhisfW67Nl+6uSE9hIqdKIxruxSaSgOoiFcVVC7x4JzTbUuWTFxetWNHJMFW0htjF1Pqva3kc2lGhWeClvf0HHQ5iGljlQQRadw+S6GpdDwRg8VTXPahacR7CxQXZBPlauKdeuO2uMVgXoWQd6Jw86WbQ08IVRqDUSEEoCHCrMaYSqnG2ElV7L1te9cuzZ43T1u3Hmj6LZEY8kRRjdM+t72inX3atk8A9YvTPjRteG+B4oJMWlS7Ylg9cVs1ryOsGKyR1UZBIyEEoCJTVQaVyupLrKJUj1Lv7WvX7snfYn6k44uzpd3dk878eMFFJdtimpYdBRBv7EODw3uLZlJt7FJuWlM9cZC/d5ekg6p9SlXl1Bq3xXV6VqUnCqNGQghA3eiNEpxS7+3Nyp1lufLO3FmWqRJ2zTJFqVAtZ4LiUOYLoHmwDw0O7y2aRS2xS6n+h/XGQfX07qolbqukjyNKIyEEoCHqqcZAeWXf2zvL37fakl3E90wTgPRiHxoc3ls0g1pil1LTmhoRB3l/Z14ySAquIi9J07PiiIQQgIahN0pwSr23U1UG1VKy2+xqPdNEHycA9WAfGhzeW6RdrbFLsWlNjai4Cbt3V1KmZ8URCSEASCmW260NZ5oAAECSNDJ2qfexgu7dRZ/HxmLZeQBNL+2VHSy3W1yjPnfvcbZuzf3b0dGYx00Dlp2PJ2IwAECQGtmywF/Rnh3OauU/rdTofvo8TqXSGGxaGIMBgLjIDme1/r71yg5nox5KKEqV7EZ1MgCN1dl5ICGF5DKzc81s0Mx2mllPkd//hZk9YWbbzWyzmc33/W7czB7J/9wd7sgBADjY0u7uSZVAXtV6tcmg7X19k+LWzC+26MKBw3TBY0dM9DdCfZgyBqBpFK6asPgHz6v1kMMmKjvSVinEcrvFFVb01Pu5e/dL2/aDcJhZi6Q+SWdL2i3pQTO72zn3hO9mD0tqc869amb/p6S/lvQn+d+95pw7JdRBAwAwhXp7dxXrhXnyxj2a//MjtPG4lzRzWjJWFIv7FDcSQkiUZl4+G/UrXDXht6//Vq2HHBb1sALDcrvp1eikFiL1Xkk7nXPPSJKZ3S7pAkkTCSHn3Bbf7R+Q1BXqCAEACFmpXpitHzxLi885WpsXrohlgsWv8GR0HKe4kRBCYrB8NupVuGrCLXc/p/a581N9MF1uud1mTbDWWtEz1fuVxu0HoThW0rDv8m5J7ytz+z+V9CPf5VlmNiBpn6Re59xdxe5kZldIukKS5s2bV9eAAQDlNWuMVa2pqmeKLV9//rXX6/0JeS8LT0ZnhjIkhIBasHw2GqFZV48qVrJLgrU6cXu/Mpnc9+KKFTbpssT3YJqZWZekNkkdvqvnO+eeNbN3SrrXzB5zzj1deF/n3LckfUvKNZUOZcAA0ITiFjPERWHyp5LqmbCXr2+0wpPRcZziRkIIicDy2WiU9rntB+1smq2ygwRr7j1Yf/MDygxllB3u1GlzTiv5mut9v4KoQPOCTalHEsFmwj0raa7v8pz8dZOY2VmSPi+pwzn3hne9c+7Z/L/PmFlG0qmSDkoIAQCCR4xV3P277tdZN581kRjZtHqTtv5ya9nqmaB6YYbZ0ycJJ6NJCCExipUMkgxCKWmeBlavZk+wbu/r067nfqY/PvTbuWVLp83Ud1/7uOYdc3zRZErc3i9/sHldF8FmCjwo6TgzW6hcIugiSRf7b2Bmp0r6fyWd65z7te/6wyW96px7w8yOlPT7yjWcBgBEIG4xQ6WCnOK2va9P25+6V6NHjmpc4xrdN6rtX7lOy95xXNnqmSB6YUbR06fYyeg4Ydl5JAbLZzdOsy29joP5d6qeOAcqjeIlU0bu2qQLBw7T+P5xXThwmEbu2qSxkZGS3ye1vF/ekvBbt+Z+qlkivtxtvbEs6urSYH+/bluyZNLZs7R/hmnjnNsn6ZOSNkp6UtJ3nXOPm9mXzOwD+Zt9RdKbJd1ZsLz8CZIGzOxRSVuU6yH0hACgiRTuu6M+NkhajFW4tLt3zLW9r6/ux/birtZ7n9LqR9+uFrVo9aNvV+u9T+loO0ybVm/SuhXrSiZmGrV8vadYT59mR4UQEoHlsxsnCd3u68HqS5UJe052XD4HL5B4/pVf6Zy7Numcnx8hKbdiRbnXHrc57FRMpotz7h5J9xRc9wXf/88qcb/7JZ0c7OgAIL7i2K8nbjFDOUFPcZuUHOvv19mDudV9/SexTp93+pSPUe5yNZLQ0ydsVAghEUqVDC7q6mL57CqRGUdhgnXVjh0T1SbNUHVnZjr/2usnXXf+tddPmQyq9v3KZHI/HR25H+9yOZVWFVExCQBodv5khrcP9PbX5ap+gx5TkmKsMKqO41Qx5fX0KVeV1GyoEEJilFs+G5VLe2a81iXFm0kQc7JLiWPFVrVn7up5vwpX/mrEnHwqJgEAiGe/njBjrEYJuuo4bhVTce/pEzYSQkiURpYMNqtqut0HcfAeZmd/lBZVgnXkjZfVeshhgT5HObUmU2p5v7wy9i1bKi9jryShmcRgEwCAIMRxCnUlMUOc4uEgEzacxIo/EkJAE4oqMx5m/yIqg6YWRoI1k8l97n/wh2PaL6en3n+eNl+6WVI0wU89yZRq3q+g5+TXkqCKU/AJAGgOQe974lZ94ikXM8Spn2fQCZuwT2IFuVpaWpEQAnCQoKb5FOtfxIFpfDVqp5oZymi/Tpecq/hzD3KHHkZ1VL1l7FP9rRULsKdKBsUl+AQANIeg9z1JrT6JUzwcRsImrKr0ODYYl+LRLqEcEkIAQpP2/kVp0sidaueCTh36Zysr/tzD2KGHUR0VVBn7gYqr03Xon62sKMCOU/AJAGgOQe97kjqFOm7xcFgnyspdrlfQldlpRkIIoYt7lhTBNWaupn8RgjPV59ronWo1n3vcd+jVlL4HVcZeS8VV3IJPAED6hbHvSeKiM3GMh5PepzWODcbjuLBKMRbV0ndtbW1uYGAgkudGtOL6x4CD8VmlUyWfq78M2xPUTrUwybN//349vGFDKM9djWpK38uVsdfzWjo7c425H34g15h72oL/0LK3L9O27NSNuqPoIWRmDznn2kJ5MlSMGAxAWOhfhzA553TbkiUTl1ft2BFZ7FiYEOroyP0b1nFVpTEYFUIITVKypDiw815/MzvvOKn3b6aav8GwVu0oNj3s4Q0bNH327Em3izoZJFVX+h5kGbt/lbZlb19W8aptLLMKAAgb+x5Uq9YkYtwajAc146LRSAgBmITms5Dq26lWuuMrNz3s8MWLa3ruIFVb+h5EGfvBwUVlySAAAIC4q/U4JI4Nxr1YLe5ICCE0ScmSNjuaz8ZPo6rrKv0bDGunWmq+9+GLF+s3Tz0Vmx26p5Y5/0mfkw8AAMLTjFPs/CfPMkMZje4b1biqOw6Jc4PxuB/zkhACMEmzNZ8NcnnzQklJhta6U60lcVVsatqxK1bobW1tsduhS/EpfY/7NgQAAKoTVpV+mLHvVApbB3TM79DqR9+uV6aP6YfL9lZ1HBKXBuNJa5NSUULIzM6V9DVJLZK+45zrLfj9JyR1SxqX9IqkK5xzTzR4rEiJuP4xICeOKx8EJYzlzRvB+5tZ3v6yfvv6b7X+5ufq+lwq+Rv0dqorVuTP2GSC2akWTk27duhGHfrVo/XgzrmR79ABAADCEkaVfpxi32KtAw65ZavOHjxMI2cu1mdXX1X166cyu3pTJoTMrEVSn6SzJe2W9KCZ3V2Q8LnVOffN/O0/IOmrks4NYLwAAlB4ZuC0OaelOhEkhbu8eSPOFGSHs3r0V2PaL6eVN50XSm+naneq1U4LLTY17bp37dJre/bo4Q23TkoCsUMHAABpFnSVfpixbyXiuFR8Oc45PbD7gYmT5qfNOa3oGJPWJqWSCqH3StrpnHtGkszsdkkXSJpICDnnRny3f5OkaNayB1C1OJ0pCFPSdkKZoYzs8mskN67R8ZbAezuFUe7qn5p21cYeaaNp2y/mS5qvT9xwrN600WK/EwUAAGiEIKr0C6dQnbpmjaT4xL5hrWpbr+19fdr13M/0x4d+W6P7RzVz2kx997WPa94xxyf+eKmShNCxkoZ9l3dLel/hjcysW9JfSJop6cxiD2RmV0i6QpLmzZtX7VgBNFjczhSErZE7oXLzsRtxpiBJvZ2men3+98GbmqaNk9/zNx17bBBDAwAAiK1G9iosdtL34Q0bNH327Em3izIBE7el4v28Bt8d8zt0yMiIRu7apAuPO0w3nfIrXbjtMI38fJPGut5e8ngpKSc1G9ZU2jnXJ6nPzC6WdLWkjxa5zbckfUuS2traqCICIpa0KplGa9ROKIwqq7B7O4VZ7mpmiSuvBQAAiKtyJ30PX7x40m2jSsDEcal4T2GD702rN6n1lV/pnLs26ZyfHyFJav3gWak4XqokIfSspLm+y3Py15Vyu6Rv1DMoAOFJSqlmozVqJ+Tf4V7x7Ys1e948XXdO8SqrepMcQaxwFebypvVMQ2vGZVgBAABqUeqk7+GLF+s3Tz0ViwRMrJeKL2jwvfWXW9Vz7fW67a4lE7c5/9rrU3G8VElC6EFJx5nZQuUSQRdJuth/AzM7zjn38/zF8yX9XAASIc6lmkFq1E7If7/Xrt2j1/bs0eAL/YmosqpkedOwK3WKPV9Yy7ACAACkRbGTvseuWKG3tbVFloApnF518n//7xNj9Y856vi5sFVDx/yO1B4vTZkQcs7tM7NPStqo3LLzNzjnHjezL0kacM7dLemTZnaWpDFJv1GR6WIA4ifOpZph8PrX+HdCV23skWTKVDHTK7c0e4+efDX3ONcO3ai3bXyPMmvj/d7VurxprdU6U00LK9WHKTOU0Wvf+ZHknEY/dlbgDbXLjREAACAJip30Hdu7V6euWRNJAqbSFgtxOPbwt2romN+hQ27ZmtrjpYp6CDnn7pF0T8F1X/D9/9MNHheAEMS5VDMsB7/GWl6z095duyTNn7hm765dcm5erN/DWhpVB1WtUy5I6PxAp6ZpTPtNsW+oDQAAELVqTvqGVRmUtIVs/K0atrc+nNrjpYY1lQYQP+VWvvIUq5JJeqa7FrX2t3HOTfQMum7hPfkeQps12N+vbb3hThurtnKnlkbVtVQVFW53W7YcvF2WChKue+0ezb5znvYP5W6/+AfPa+2/H9bQyh3/ZwgPg3MAACAASURBVF1PnyMAAJA+lcTTcRPkSd9a3o+kL2ST5uMlEkJASlWz8lXhl1kavtzC4t/hzt44T1I0Zw1qrdyptlF1x/yOg+ZUl1PJdlguSPDeU88zTx5W8VgBAADqEcZKskEJIolRz/uR9IVs0nq8REIISKEklmVGrZ5lz70d7oGeQeGfNai1H1A1tvf16ZCREW1avUlbf7l1Yk719taHiwYB1WyHpYIE7z31PpdGKlcNRGUQAADNLQ3xdCOTGPW+H826kE3ckRACUijpZZlJFPVZg1r6AVXDHwQsktRTQRBQzXY4VZDwyCO5615+Of968y8vTQmbNL4mAACSinh6snrej6AWsql1oZN6JXEaYSnmnIvkidva2tzAwEAkz43y0rSBNzvnnG5bsmTi8qodOxr2WbKdxE/QO0X/ztxTaRBQbjssFySMnLlYS//yKv3fl54u6UA1T0d+plojkidxScTEZRyNZGYPOefaoh4HJiMGA4DKBRlPJ1Gt70ejp99NtEvYN6qZ0w+0Swj6mCQp0wgrjcGmhTEYJMf2vj5t6+2Vlyj0NvDtfX0Rjyx8nZ3BTFMJS6mKi0YkgdlO4ql9brvWnrE2sDMk/jNDnkrPCPkVbofFGh++cUmH/n3Ry9q858c66+aztP7mrDKZXCKooyOXNElL4sT7rtm6NfeT9O8eAADSIsh4OonqeT+WdncftLrZ8p6empMomaGMzn90tlY9fKRG9+XaJQR9TOKvmPdet3cSc2xkJJHbBQkhTEjjBt6sCisuVu3YoUVdXZM+23oem+2kOVUbBFSzHRYGCVt/uVU3L/uVvnfSryd6IgUlTcklAABQu+xwVuvvW6/scDbQeDqJGvF+NLLFQsf8Dr153wyd9/O3avWjb1fH/I7Aj0m8JJb3um9bsmRShXsSK8foIYQJzJPNScOy00EuNVnLdsL0suSrZe53tduh/3Lngk7NnH5wT6Qg/w6j2k7raWgOAAAao9iKrW8KKJ5OoiCPL2px+rzTpeu/q+1fuU5n3/uUhs77uKTgj12TvlpaIXoI4SDNPk+2MCHUyF4lYQvyALfS7SQp82zjKk5Jglo/y1q3wzAbBcZhOy32WUfVLLFR6CEUT8RgAIKS5JOA6+9br2u2XKNxN64Wa9G6Feu09oy1iX5NQYjb+xH2sWutPTXDRg8h1IR5sgemj6ShV0lQK19Vup1UM73MX6KLeKp17net22HQPZE8/u207V271NkZzTTIwu8a70zlNVuu0cqbVvK3AQCItaT3mPRWbG2xlknVyVGvJBs3cXo/wj52TeM0QqaMYUJQywEiWGFXEFSznVQ6vaxYiW4SqyHKqfZsSlynLgYdBERREePfTl+7do9e27NHgy9EPx88M5TR6Pioxt34RB+ltP1dAADSwX9yRcrFgw+tX6+f3XKLFnV1TRwox/lYon1uuzZfujnRlbnNJIpj17hNm2sEEkKYkMYNvB5RH3hXIshESqkERi19YaaaZ5v2A984TEdKgigTgytWmKQePflqbru8duhGvW3je5RZG933nnemsrCPEgAAcVPqJODxl1wycX0SYp/2ue2pikHTotgJw6iOXZd2d086TvKeN6nHyiSEMEnaNvA4CWK+bVCJlKkSGNVsJ6VKOf23T/OBb7EzZv6zGaW2g2ZsNBxtYtBp765dkuZPXLN31y45Ny+y7z/OVAJAc4lbb5ZqFTsJqPz4K4l9gGLKnTAsdUxSqNHbXKmK+STG7SSEcJA4zQstJolNVoOqEAkikVJpAqOS7aTSUs40H/iyel/lokoMOud03Tm57fK6hfdo9rx5uu6czfn54JV9TkEF8cXOVCb9gAEAcLA0VBMXOwn4s/5+/Szi2If9ZrJNdcKw8LN87OtfT/zfUphICCFRkthrptYKkUoEkUhpZAKjmlLONJfo1rM8ZZLOMNQrqsSgfzudvXGepOpKjsMM4tNwwAAAmCzIWDEsxU4Cej2EPFEkg9hvJl81Jwyj+luKa+/PSpAQQqIksddM0BUiQSRS6klgFGIaYmXT5pATVWLQ204P9AyqbDsNM/BIwwEDAOBgaagmLjwJmL9y0m3Cjn3Yb6ZDNScM0/C3FDaLamm0trY2NzAwEMlzI7mSWCHkcc7ptiVLJi6v2rEjtl9K/rM8Hr5Ia1Nu2lwzvqeNKtt2zuUbQefOvkQZ1IX595K0v00ze8g51xb1ODAZMRgQT0mKFUvxji29fdXxXV16d4SxT9L2m2iMqP6W4lQZVGkMNi2MwQCN4mWI161Yl7hkULEKkagSsuUUJjBW7dihRV1d+X4q9Y+5s/PAl2UzKDVtblFXV9Ot3re9r2/SNuRta9v7+ip+jOxwVl//3EX64dWfkVT749Sq2PZbrIGhP9DMDme1/r71yg5n637+qZ4LAIJWGAfEMZZJoiTFiuUUrkj77ohjH/abzSctf0thYcoYEiesKSWNal5daWPluIhqCcc0Y9pcY8q2s8NZrfynlWq9YZOOeG36xBLxbe/apdf2rNTNV2+uu1Kolr/7clMCH9j9QEOrGpl+CCBK9GMJRtJixUr4Yx/vX/92U65auNHTrdlvNo+o/5biUBlULRJCQBGNnJqWxATLlXd2SzrQT6URCYwkN1trhLiv3he0RszpzgxlNLp/VHvePJq74tXcP6/t2aNDjz667m203N99qe13y5bygUfm913D+p5FHeQAaG5x6ceSxhWjkhgrVsLMpkwiBplkZL/ZfNL6txQkEkJIpKCDgUY3r25EhUitr7n2SqfmTmCkQdyC5nqblU+sMvGxszQybaZOWJ+RJF294PKGzA2v5e9+qsCjc+FyzbyvspUxpkKQAyBKcWjWmuYKpTRWE0+VRNy/f3+gScYw9ptRx1pRP38cpfFvKUg0lUbihBEM3L/rfp1181kTB3GbVm/S6fNOb8hj16LW11xtpVNhFURHR+7fRlbxNFtlUFTiGDQ3orFjdjirzC+26OSNe/S56y+RlEsINeKApJK/l1Lbb7mArFHTTyt5rrihqXQ8EYOhHlE1a2WRhmSaat8fRtPnoPabUcda1Tx/kmIHNAZNpROIJn1T859p8JqDeTuRsZGRhrxn2/v6dMgtW7Vp9SatW7FOm1Zv0iG3bA2lYW0x1b5m/+XMUEaj+yZXPCD9wvg7KffcxS5P1ay8s9NV1Gz8tDmn6X//iWnkrk26+erNevyV9zSs6Xk9TevLTQlsn9uutWesbVjvs2affgggOlE2a/U3Jh7s79dtS5aQDEqAqZo6h9H0OYj9ZpSxVrXP34hFPZBeTBmLiagzzEkRdLmy/8t1kaSeiObH+1Xzmgu3o475HVr96Nv1yvQx/XDZ3imnq3hVD0FW8VAZFIzC0thT16yRFG5Z/1TfY+XKtgunKJZSrPz7qo092vvaxbqx9Qd1v7apmtaz/QJoVnHox1Lv1GOEb6qmzklq+hyHWMtT6fFBXHp/Ib5ICMUAf6jVCTIYiMP8+HLjKveai21Hh9yyVWcPHqaRMxfrs6uvCmV1trhphhLZYomYhzds0PTZsyfdLshtuJLvsWJzuq/a2CPJqmo2Xvg4kmn2vHkkzwEgQHHoY5ak5AGmTiKeumaNHt6wIRFNn+MQaxWq5Pggrsc2iA8SQjHAH2p1gg4G4nj2qZLX3MjtKC1VEM1QeVcuEXP44sWTbhtk0Fzp9nfwc9c2FjMr6HllJZNJ9K0CgMaIsllrHCqUUJ2pkojTpk2LPMlYibjEWsXGVckxURyPbRAfJIRigj/UyoQRDMTt7FM1r5nt6IC0VN5N1ZC4VCLm8MWL9Zunngo1aK5l+/v/2Xv76Kiu+977uyVbMrGRsMm9EAMCbpaBewNIGCVGJLZEIMF5aeJnreLHjoTTpEl6a9JeP6Wp0C1u3ZpWKLncx80Nedo4KzwxIs4qvrfUy7EfJWBGda5Fl3kVNJVxE4MENiTBIOEYS8Ds54/RGZ05OnPmvO1z9jnz/azFQhrNzNlzzpm9f/v7e4siTZEQQkh4xFXHTIcIJeIdJxHRGj1s/K+b7aqTrWXgZX+g296G6AUFIU3gF9Udqo0BHb1PXj5zkPso7E5IblApAqQh8s5tlzg7IWbWqlX4942NkRrNXu8/8z0HeL/nSolJ1q55FJ0IISTZsJ10fARJwbcTEZMWxa2LrWUej5v9gY57mzj2HKQ4FIQ0QMcvqs6oNAZ09T65+cxB7iOv7emTQtIjpjKnMhi7Xtglzu662AkxVy9fxrL29siMZq/336R7bmc67jlCCCFqiStCqZwJW7xJYhS3DraWFTf7A932NmndcyQZCkIaoNsXNQmoNAZ09T6V+sxB7iO3wkNYRBW5kfTIu5Z5LaiqrMovmnZd4rymFKrC6/0X5j1X7L5hOhohhBASDBXiTdKiuHWxtexwsyfSaW8T9Z4jKpJsa1IQ0gSdvqgkud4nv/eRG+EhaaQh8m7F7BXY99C+fFjtitkrJj1HJ0HZy/2XxnuOEJIuyqFLJUkPqu5XVeKNUxS3bilFQgicl8MY+egijLY2K7e1VFxLXfY25Wb/JWEdEVLKWA7c2NgoDx48GMuxCSGTSVsNISDZXcaKjf2GqVNR/9Wv5p9nLcRofTwsVFwr3Qw+Ej5CiENSysa4x6E7Qoh7AfwNgEoA35VSbrX8/Y8AfAnANQC/AvBFKeXp8b99HsDm8adukVJ+v9TxaIOVJsnrByk/orhfpZR4evHi/O8PnjgRyM4wO+4MFra1YbS1GWt2rtEqpSif5nRtDFU3TIxJxea+HOaeNNl/1qyH5ubc/5lM/NfSrQ1WoXwkhJBE0DSnCR13dyRmYraK2Xbi9tING2y7sOm+oJrDsw9v3VpgNL2xfz+y2Wz+eYe3bkX/9u3aeH680LG+CT2PJueeI0QFQohKANsBfALAfwLwoBDiP1medgRAo5RyKYBnAHx9/LW3AfhzAHcB+BCAPxdC3BrV2NOK0xx8dWTEdr0hJC6iuF+LpeD7fW9rFPeDJ05gYVsbXu3uRv83tmHsWmFKUdzk05xQOCYVkUFRzj1ubGkVJG3P4YckrSNMGSOExIbfaBMvinsShZJi4dlGe9MjXV2RFWBkpy5ClPMhAP8mpfwFAAghfgjgswB+ZjxBSrnf9PwDANrGf14L4CdSyrfGX/sTAPcCeDqCcaeWpNU3IeWN6vtVRQq+U7r7eTmMKqlXSlFUaU5+r2WpiBu7v8cdvZIWiterTM46QkGIEJIoktiZwg8HzhxA5sMScyciqbF2924c6erSfmEphV+RKQl52GGRpnBqUpJZAIZMv59BLuKnGL8L4AWH186ye5EQ4isAvgIAdXV1fsdaNiS9SyUpL1Ter6pqFTrVHdw39Fmt1sCmOU0FNR1VjsnrtSzVtcvu7ytmrygLWzpukrKOUBAihCSKcvDc9g31YfX3V2PdwVrMxW35x490dWFZe3ukC4sunbrKyZPFlqykGEKINgCNAJq9vlZK+R0A3wFyNYRCHlrqSHqXSlJeqL5fVTW/KRbF3TSnSbt1L6oxeb2Wpbp2Fft72m3pqLGzj5OyjrCGECEpp6VlYjOfFsyikIFuk2sQMq/vx7qDtVj72m3oueMtnP5/WvO59T3r1hU8N0gOf1xkMrl/zc25f8bvxUhSHnYY2BlvJNWcBTDH9Pvs8ccKEEKsAfCnAD4jpRz18lriDaf6Jkmcc0m6iep+TWIKftLwcy2NdLZKUWmbzlbs72m3peMmSesII4Q0p5xSJEgyUHlPun1v3RT3sNN7WuavwrHqb6Hnjrewu3EY++avwrKP3IVfHjyIiwMDoeXweyHOmkHlEBVmptxashK8AuAOIcR85MScBwB8zvwEIcQyAH8H4F4p5S9Nf+oB8NemQtIfB9ChfsjpRlWKDCEq4P2aHvxcy1LpbMX+HpYtXc4p7k7R80n6XrLtvMaUU4oECR+nNoh+UXlPun1vp+KGcQgELw++XNAede/6vVhZtzLw+/YN9SHz+n60zF81UQDwW9/C1cuXy3ZOCLvlrc6kxcBi23l3CCE+CeAJ5NrOf09K+VdCiL8EcFBK+awQYi+AJQDeHH/JoJTyM+Ov/SKA/zr++F9JKXeUOh5tMHfQKUeSBO/X9KD6Wvqxpe3GdODMgbJOcXdTTiHO76VbG4wRQppSLoVzSXJQeU96eW+dFPf+7dvRP/Aixt473or02hj6v7ENtyw6EligsctVX/rVr4aSw59EsUG3qDDV6Fg/gahDSvk8gOctj/2Z6ec1Dq/9HoDvqRtd+cIUGZIkdL9fk2h7xIXqa+nVli7mtD1y8RjGbilevyhu3N5zXkUbL81RdP9eAhSEtKXcUiRI+IRdDFjlPen1vVUVN/SCIWLVvDiA9QtnYmf9Oaw/NhM1rw7g6u2NykTboAtLEgsWq2h5SwghhFCkiAY3tgevRbS4taWdnLZ1961BVUUVxrLBU9zDvv5u7d0wsh9GRodRU10beMxxQUFIY5LSqo4kgzubhnHp3UvY9ewbthOiG+FIdVtTL+8dt+JeUIyvuxsfezW3EOgu2pbqRmFFBwMt7qiwUt+NuDuwEUII8U4SHSRJpZTtwWsRD25s6VJO231nHghsJ6q4/m7sXb/ZD5lMbswfuecqspAY+PQnsO+hfQCSec+yy5jGFEuR0KkqOdGfTAbo3NmHY+eO4fVLp7D6qdXoG+rz9V5e7knrY6Xu2yTe7246NPQN9aHzpU7f5zxsSnWjMGMs0I/ufzTQfRMGSzdsKDi3xrkvh9pJhBBCwocdHaOjlO3Ba6E3TvZu05wmdNzdEUjAUXH93di7xucyun89vXix65qkmVMZZCEBKRN/zzJCSFOYIkHCoqUFGBy+HdlTcwEAV777AlqfuR2/ODLxd6B0HqyXe9Jr+GVS7/dSdW108HhZI3xKdaMw4zWaSDVRR4WV+m54ySEvBYuBEkJItLCjY3SUsj14LfRGdR1HFdffrb3rNUPBsPU6d7ZgypdWp+KepSCkKXGnSJB0Me2mafmfKyAKfneL23vST/il6vtdRUqPGxErbkGlmCDltmAxDbRoYEdJQgiJHi8OkijRIVVbBU62h67XguS66fZ/YxtqXhxQ5rRVdf3d2LtuxS5jL6F6zHFAQUhjdCicqyOs1+GN3HmqNdUQuhFNc2otf3d3Xt3ck36LTyftfncjYsUtqAQVpJKy2Kkynkt9N8Io3M6OkoQQEh+6dXTUIbI4LnS7FiR3P67ZuQafOj8Vtyy8EfNam5UFKcRx/b1kKBw9mnvN8HDu/5zt14RMJvn3LAUhzYm7cC5JDzXVtaiprkXTnLmB3sdLAbr1W1YDADbP+4Irccfr/e622G8YKT12lBKxmuY0YdFzbzoW81ZJGIKU7gZa0o1ndpQkhBBiEHdkMSFmjPvxmQ/8EpWoxILTvVhZt1J7p61bXDl3W3LPNYSgNEJBiCQG1Zv7tFPqPKlIpwJW5x8LM9dYJ0qJWGEJcX5QFeGj03cvCuNZ9XeHHSUJIYQATNW2Yna69Q31IfP6frTMX+VqnWdtvuA43Y9pOZdeMxRqx5MsdLCBw4KCECEkVKSUaHz/IK6cX41/fedDAIBtV57HlS3nsRPhiEJuxcEwUnrMeElN0kXA1D3CJyhRGM+q6zmoLtZICCEkGSQhVTsqocVcX+/AmQNY/f3VWHewFseqvwX8t//peG7SVpsvrrpSSbgfw8DJuWvdS6QRCkIkMYS9uQ8CvQ7FEUKgovIGTJkxA3g999jUujoA6gqiG3m9KvGXmiQBCIffk4UuIpcZ1caK6pS0pHbYI4QQogbDkdM31IfOlzq12ohHJbRY6+tlPiyx7mAt1r52G3rueAuZ1/cXPSdpq80Xd2p82h2LXklTZJABBSGiHbp3V0ib10EFr7w2C1JKrFqV+z2TEZCyDkKEc368qvVhTN5eU5O+uS53n2zEJgAC+/fn7pP+7bxPwkalsaI6JY0dJQkhhFiJWwSwI0qhxVpfb243MBc5MWh34zD2zV/l+rVJrc1n7IcGhwdZV0oD0igEGVAQIlrhZgGMOzIoTV4HlZSqrRNGlJV9xX8194g1NWn3nzyMnmr7Y5nvk8tXPoepdXWpuE90itKLCjcpaUFF7KR12COEEGJPWBHkOhaXjlposauvt+iP/gD7XNQQiqI2n8psAfN+qLKiEjdU3ABkwbpSRAkUhIhW6LgAmkmL1yEqigkGYUVZNTTk/jdSmMLEusm3piZ1/KS26GvN98nG7k8CvwJe7db3PmEKZHFKpaSF5cVlR0lCCIkfr+uh2Va4+dnDoUWQ61pcOsomCHb19T7+vwXuvHuFr9eGWZtPdbaAeT+ELPDlO7+Muto6bbMn0oTZ6VkuDlAKQiR2zItty7wWVFVUYSyrzwJoZwywI5B/woyy8hOx4ua5xTb5TXOa0LG+CT0oXUcnKZ2j/Bg1aV8YrTilpOkuYhNCCHGH1/WwwFaoqMLfX/kyRvbsBRA8glzXYr5RNUFwqq8npcTyjo788exEPJW1+aLIFrAKgg/VP6TNPZBW0lw0uhQUhEisWBffFbNX4O+vfBmDV89j2R/8l8gmv2IpH3bGwaHOTlw4frzg9ewI5B5doqychKEwNvlJ6BzFFMjg6OrFJYQQ4h4/62GBrZAdw/G1M/DxW9pCs210K+YbZROEYvX1fn3sWIENbifaqa7NF4Udq6sgmGasZSimTYumJIUOUBAisVFs8R3Zsxd3tbXhztmlQ0LDoFg0iN34DnV24uSuXQCABW1tWM6OQL4QQmC0tRkwRc+Mtjb7PnfuI4Mkentzx6itzf1u1/XLaZPvJiopKZ2jdBHnkgyNNkIIST5+1sNJtsL8Vbjz7hXaRwb7JeomCNb6egAwvb4eJ7u78w62YqKd6tp8UUSB6yYIphXDnjfEn3KEghCJDV02o8WiQYqNb/qSJZheX48729vZEcgnUkr0f2MbakyP9X9jG5q+2eTpHHop5vubs2eRvX4NwFwAxsQv8ME7zuLmWbMKhJ2gm/wkdY5KSmqbztBoI4SQ5ON1PVwxe0WBrXDXrLu0iwwOu0ZgKaEl7E7B5rEKIbB80yYIuNs3qKzNl4QocOKP2vESoZcupT8yyEBIKWM5cGNjozx48GAsxyZ6IaXE04sX539/8MSJSCfTUkVh7cYnpcSRrq58iCpTa9xjjp75ycJh7Kw/h/XHZuJjr9Z6EgO9FPM1H/P3fnEIldXVGB7OHePO+acxta4OmYyagoi6F2s2nxsDRgiRsBBCHJJSNsY9DlIIbTBCJuNlPbSWFMhms+hZtw4XBwYmRQbHtaaqLnxsJawmC6WIe9/gFAVO+ym5WGsIpaGotFsbjBFCJFZ0UNidokGMmkFmDnV2AkLgJOus+MIcPTOvtRkLTvei+QvNqN7V6yl6xkudH3OEzpwt/cBV4Pb3AFNmzMDBn9eVPGYpj5dTYWmn3+MmKalthBBCiEq8rId2JQWOdHXh4sAAbl20CMs0iCCPo0ag2S4bvTaKxzKP4bGWx0IVhXTYN+gaBZ4EJ2QSMNvySRWCvMIIIRIbbhT2A2cOxFabwzy+Ba2teRHIwKghxMnWH0EXLj+eKLNXacupHXh3wQzsevYNx9e5OU5cHoQwFv+oPYikvGCEkJ7QBiNkMnZRP8WiwYtFEy1rb0dFRUX+sTg35VFHABv20ui1UWSRRYWoQHVldWiRQrpF5ugkwNCWI3YwQohoTymF/cCZA5GEnrodH4ACQSgsMSjp4Yh+cVpE3SyqXuv8WL1Km+d9AT1z38Lq7w9j3+eL31tOkUjGtSvVgl4FYS3+qgsvEkIIIUnAvB4aa6wh8FjXWLf1huJcS6OuEWjYZY9lHsPe1/ciK7O+O7XaoVtkji7Xmh1jSVAoCJFYcdqMdr7UGbj1d1jjA6A8RFUnT0OUBBE23BbztXqVfvxhiYH//j+w9rXbAACZe/YXfR8vbcVHRodx6d1L6BtyjjoKStiLvxCiQMwqh/uOEEIIMTDWTcMOGRsZyTsB7dZYQK1dGIZNGEd6VdOcJjzW8hheGnzJld3kFTqxJqNLk54kUq5OeSsUhEjsFFPYvWzEVWNXBBkB66xYo0sa3z+YL26c5FBPLx0movJqWL1KY2cO4PHGLQCA0WqBlvmrir7WLhLJGNdEC3qJkdERDHz6fRi7PobVT6mNaOPiTwghhISD1TEFAJAS05cutV1jAbiuNxTGePzYhHHWCAzaqbUUukTm6AQ7xnrDWkC63KEgRLRF9YLiFkNMGPnoIux87z/iOq5jZ/053DXrLlchqm7V5yvnzwMApKwrKorormT3DfXhI/dcRRYrMeVLq0uKIlEKG2avUtOcJuz7/D5k7tmPlvmrSt5b5kgkO0Pt8uAg3r72m0gj2sJa/ONMeyOEEBIv5RqdbFDMMXVy1y4saG3Fhf7+/HPNa6yq1KWwHGVxp1e5jeAm4RBXse2kzh9Hj+b+Hx7O/V/uti8FIaI1USwobiazpRs24O3BZaja+UI+Ymnp1zZiad1K38ediC4BAIlta/fh1e5uPD3eSTOJ0R6ZUxlksRKQ0rUoUkzYsBLGImN+vZ97q5ihtnFKN2ruW4P7K6owlo0mok2HThs6kFRjhBBC4ibthWjdrA/FHFNGMxEz5jVWVepSmI4ypld5i1pPKnFFgyVt/mhpyQlBDQ0TQhDJQUGIlDVeJrOVdSs9RSx5i7xwjvZIQhRHSwswMvowcKoWACB3vIjdL9Sjo8/5dXbCxo8ffBDT6+vzhbt1WWRKGWr7zjwQieER5uJfKEzqdU+VImnGiArKwdglhIRP2gvRelkf7BxTELnOsk5rrKrUpTDTf7yMMW0OFj/daJNIHNFgaZk/anNblkTZviqgIETKFj+TmYqIpUwmPdEeNdW1+Z/rZ9YX/G6HnbBxqLMTJ3ftwoXjxwHkurnptMg4GWpRhUjHHQquA2kxRoJQLsYuISR80lyL/OOHGQAAIABJREFUzuv6YGeDXTh2DAtiWmPjsAnT6GBx6hIbNkGcM2EIcVFHgyVp/rA61YGcENTQEMtwtISCEClbVE9mbiMv3ER7ZDL61xCa/HmdxSDAXthY3tEBALhw/DhOdnfnu3zossjoIt6FvfjreE85obsxEsV3NUpjlxCSPtJaiNbL+uBkg01funTSe9qdmzAja5zGI6XE8o6O/HuH5fhIq4MliuY0fUN9eOrYU9hxdAeuZa95ds6EKcRFXWw7qvkjiNhmThOzI2m2ryooCJGyRgdjqNyjPeyEDUMUenrx4vzzdDBS4+zaYUeUi7+OqUk6fH/jRKdOjISQ5KGLg0MFbtcHsw022tqMrT/diubWZizEZBvM7pyEHVlTzCb89bFj+chpAKFG8ETtYIkqNU11cxojSvfda+9CQgKAJ+dM0oW4KOYPL5HQZkecuYtYQ0PhYxSBJkNBiJQ1UUxmbiYet9EeSZjE/IzR7lzraKSWq3inIjUpDINQx81MlPW+dOnESAhJHro5OMLGy/qwdMMGvDz4MtbsXJNf5/au34vlJRqHqNrQW21CAJheX4+T3d35zxC2cBCVgyXq1DSVqfxGlK4hBgmISc4ZJ2eaaiFOpSMvqvnDbyS0XRcxp0ihcoeCEClb7CazH21+BK92d+PNt8/hU1ue0CLaQ3Vkhm6KedBFRvX5KseuHWGnJoVhEKZ9M+MWtvYlhPghzQ4OP+tD7+negnWu93QvVpYQhIJs6Es5Raw/L9+0CcLHcdwShYPFLKC9+fY5HF87A0t6zmNkz95ERMRYMUfpVlZU4osNX8RD9Q/l12Q3zjRVQpybYwexl6OaP9xEQlsdcdOm2XcRMyKFyGQoCJGyxTqZHThzAPdPeRLr7qjF6L/txvQzD8S+0So1oaetIwQQbJGJqshu1HnaUeBkGISZmhSWR1XXzUySu7YRQsqLtDo4/KwPftc5Pxt6P04RlRE8UTlYjM/w5tvnMLJnL+buAUYA1Ny3JpH3XakoXTfONFVCXKljh2EvRzF/BI2EZhcxd1AQImWNeTLLnMpgLDuGpxrOobKiEvURFGi1bn5fHnwZvad7sftPHkZNdS3WPl58Qg8aZaFzK3u/iwyL7PqjlGEQZmpSmCHSad3MEEJIVKTFwWG1p5Y8/DAAuF4f/K5zXjf0fp0iKiN4onSwCCFwfO0MzN0z8djxtTPwaQ3vOzdOV6co3VIio0ohrtSxw7KXo5g/SkVC2znizDWE3KJjrcyooCBEyh5j8spPnoimQKtV0Hl58GU8+cj9ePuGqzh27sOon1lfdEJPeiE6N/hZZMq9yK5fUc+NYRBmalKYnk5dNzM6CKuEEFIOuHWQlVofvK5zfjb0fpwiUUTwROVgkVLm0sRMjy3pOQ95t152axip7aVERpVCXKljl4u97NYWiyrDQFcoCBEyTpQFWu0Enf5vbMM/9/wvXJhyDdkLK3HkFNCxvgmLRt/Euq9/u2BMYURZpDG1hUV2c3i9plEbBjoWgyaEEJI84nSQ+d3Qe3WKRBXBo9rBYqz9I3v2oua+NQU1hA7foo8NEOY9VUpkVCnEOR3br73sNoomymgbO5tXhWM0zQgpZSwHbmxslAcPHozl2ITogNnjY/BHv/wuzt88BpxuBgAsWzGMmura/MRmnWCllAWt2R88ccLzIpIEQaicwzjdYE3/M3KmL11y/x5RnWMnT6eqFrckPoQQh6SUjXGPgxRCG4ykCTt7Ksr1xGs9R7/jTUPdyKi7jPkl7nsqLpxsQbdRNFFH24Sxj0lrhJBbG4wRQoTEhJ2H6H8dktjZ/0P83R8ISEgMfPoT2PfQPgBNkyarvev3onpXb8F7+omy0FkIAuKbpJMglBXD3GYTcPcZoupWpWsxaEIIIclEZcFlt8d3+t2MnVPkUGdnQTRKsffQNUXaC3YRMaOtzfjx6V78ZqhPm0143PdUHJSyt91G0UQVbRNmLdRyzzCgIERCJQ3ei6iwS5up3tWLug/PgYQEpCyYSAsm2Gtj6P/GNtS8OJD6ltvlHsbpBmPxmzYt979du02dYDFoQgiJnrTaaElKQ7Y6RY5/+9uAEFjQ2ooba2oAQMuImTAxX5O+oT6s2bkmdKdf0KjnqO8pHSLhS9nbbssLJLU+UVSOUR2hIERCI0gYaBwTYZwRIE5pM4svr8aU3/0ExrK5ibR5bi59zDrB1r3vDsxoa0x9lEXUC0sYHoe4jO6GhsLfdY5uSoOnkxBCkkJSUnW8ElXL9DAxnCIAcHVkBCe7u7GgrQ1LHn44dQ1CSqHC6Rc0sjzqe0qXdKVS9rbbKJqoom3SWAs1LigIkVAIUoBNl4kwSoqlzfz62DHg9V9hb9de9J7uRfPcZlTv6kV/zRE0bdgwaYIthyiLpIVxBjG6gy5q1sWREEIISXNnUhVpyFE4KY1xmRuEnCzSICStkV1AMKdfsfMSVGSKOrW91Hijuv5u7G23UTTlHG2TRFhUmoSG3wJsnS914tH9j+K6vI5KUYnHVz2Ojrs7lI3TGgHSnAvAiS1SyLzgN75/EFfOn8fOzftYbDdm/EYGBSmYTC8HSRssKq0ntMHKj7QXyQ1r06zKSekkMjk1CNEtskuFWObnPZ3Oy28+c2co1zAqIcbpntPt+pNkwaLSJHL8FmBLaq5pGAghChbCqXUrAPhvJU/U4FaoMXuRvFzDMAvjEUIIIVbSXiQ3rDTkqFOYnGrVANAqskuVWOY1mqRUxNtds+4qiHRZMXuFr3FFldpeLDLH6XOOfHQR3h5chpV1K5WMiZQXFIRIaPgtwOY0EapQ5nXKOTUW1yvffQEVuIrsKQFgLra8ZwcAYPO8L6TKYHNCh+thptQ4inm00m50E0IISR5JKrysGqeIFBVOymIik5taNX6cTKrQpcmHk/PtxqlTcaSrCys2bSo4x7pH1NiJYsU+508WDmPne/8RVTtfwN71e8tSFNJtz5B0KuIeAEkH1kXtwRMnsLCtDa92d+Pw1q0olZrYNKcJHXd3FIRIml9nvH//9u3KP4tKWloK67sYiyukRBb258jN+YuavqE+dL7Uib6hvriHohTjevX25v4ZvxtC3qP7H8Xqp1YXnAfjXt1yage2nMoJe6WuYSaT+9fcnPtn/E4IIYQEJaiNZn4fp9+TwMuDLxes3y8Pvlzwd8NJ+fiqx0OLgDFEpkpRWSAyFatVs7CtLV+rxiwKGIQhBvm5lsU+RxzYnZdl7e24evlywX1t3PdXR0YSeb/afc6dS8/hOiY6Did9b0TihxFCJBTCLMAWVfFDHTbceU/UF9egqqIK73/yGK7/+qKphlCbr64GTsp50MirICHDdsdetSr3e5LSpdx4+6bM+Bym1tVh4Vp/15AQQggJgzBstDTUMunfvh39Ay9i7L1jBRvqWxYdKfgMYRfEdSrWa3QcK9YgREVkl99rqVOTD7vzcqSrC8va2wHoEVFVDC81k+w+5+N75+HRNaewvn8mal4dwNXbG13b8jq0tw8CSyyogYIQCY1Si5pb/NZh0ZniE1jh4vqH338PsjOqlHU1sBoB2WwWR7q68kaAmwXFb8jwB+84i+z1azj487oCA+Q3Zx/CzbNmBf5sKiiWXtg3ZB9SLoTAf/7eQ8he/xwOvz4XeB3YiE24fOVz2FHzXOlzm1HwIQhBurvUEEJKE8RGS0OXMuMz1Lw4gPULZ2Jn/TmsP+Z9Q+0XJ5GpWK0aFe3P7a7ljzY/gpE9e1Fz3xosKXEedOgeVeq8LGtv1zZt34tT1fo5l7W3o2fdOmBgAE/tXgjA296oHLs6E3e4EoSEEPcC+BsAlQC+K6Xcavn7HwH4EoBrAH4F4ItSytMhj5UkgLAKsJVTHRbz4vrKawgkqjkp51Yj4MapU3F2/35cHBjAwra2SeJQ0WP4yK+XUiJ7/RqunD+Pw1t/ULB4/+0Xc9fWiBSKQhQJujl28pLlxC0JvG48IjC1rg5LN2xIvGeGJJM0ePYJIcHxa6OlwVFXkHrT3Y2PvVoLQO/PoKL9ebFr2XPHW9g95UnsO/NAPuJZVyeC03m5YbyGkBmdamV5carafc61u3fjh0uW5J/j5XPpUgPKL+Y9DSODwqWkICSEqASwHcDHAJwB8IoQ4lkp5c9MTzsCoFFK+Y4Q4vcBfB3A/6liwKQ8SGrxw2ITlJdC1qq6GliNAINbFy3CsvZ2HOnqcuXt8xoynPvMIhcxg7lYvwXAlleweZ67Vuxh42dzbHe9innJcs8Vlmst6JkhsZAGzz4hJH6idNSpEiOS6GwMK/rejN15eKrhHCqzlcicyuDmZw9r70SwOy9WWzaMiKqw8epUNX9OKWUgsaucuzoTZ9xECH0IwL9JKX8BAEKIHwL4LIC8ICSl3G96/gEAbWEOkpQXKkJkoyBXrC5eb0op4cnOCLg4MJD3NrgVaMIKGTYfK6rIoLg2x0n2zOjsKSTOpMGzTwiJn6gcdSojGpPqbAzbUSilxI82P1Lw2PqjM/FM4zCa5zbj6k97E+FEsI6joqIi9IiqsPFTh8n8PQiyN9KpBpSBG/uSdYPU40YQmgVgyPT7GQB3OTz/dwG8YPcHIcRXAHwFAOrq6lwOkZQbKkJkVWPUx8lFwQAtLRKXBwexY+NzBQZM3JOXnTFkRoVRNCFS5c7JxilfyP8takMsys2x9Von1TMTZ7oRF/1wSKJXnBCiD1E56lQ6bYJ8hjQ5RYzzMLJnL3rueAtPNZzD+qMzce9rt+H+D9yfEwk25YSCJDoRvEZUxZHK78epGtbeSIcaUAZMZ9eHUItKCyHaADQCaLb7u5TyOwC+AwCNjY3J6/1HIkNFiKwqzPVxgJwgdHlwEFfOn8+3uYwrUsg6TrvidBcHBvLPUSXQSCnz52Th5nijvuLaHOvomSlFKeO8pSUXFUfBRm+S6hUnhOhBVI46lU4bv58hbZtW4zzU3LcGu6c8icpsJZ5pHMb9H7gfdbcvyJ+HJDsR3EZUJS2VP0l7o1L4sS+bx9UF2pzh40YQOgtgjun32eOPFSCEWAPgTwE0SylHwxke0Y0ovSRBQ2T9RBf4eY0QAgd/XofDW3+Qq48DYOOUL+SFD10marMxZORZXxwYwK2LFuH2Vatw7fJlZQKNEAI7Nj5XYFTFFfUV5+Y4Ts+M33vbyThHj5rzxfDg8EhqCi4hJD7sbL2oNqMqnTZeP4OqiKW4G0ws3bABS6TEvjMP5MexYvaK/GeJ24kQ1V4jian8quqMFkN1PS8gWvuS2ONGEHoFwB1CiPnICUEPAPic+QlCiGUA/g7AvVLKX4Y+SqIFafOSmDE2nH7JT2xbXsk/puNGy2wMmcWhioqK8RpI6gQaP8Zk2EJA0M1xOQoTdsb5xp7cYk3BRn+SmIJbjojS3VzvAfAEgKUAHpBSPmP623UAx8d/HZRSfiaaUZM04sXWUzF/qBYjvGyog0QsFdtI6xKVIoSwdVLF7USIcq+R1FT+qFB9Laz25ZZTO/BG1wfRYLIvp00DhodzPzfb5h+RMCgpCEkprwkhvgqgBzlD5XtSyn8RQvwlgINSymcBfAPALQB2j08SNEhShhcvSdyeDz/RBUeP5v43Jh2vG1xjktw8b2LTHGdKhtM1MMYTtrcvzg5qbtFxc6z6+xI02sbOOL88OIipdXUwF1EPEy9d+Uhp0hRmnkaEu26ugwB+B8Af27zFFSllg/KBktQTJCImjEiCqMUIN2P2E7HktJHOLB3RKirF7jPHZSdF0fjD/B5Nc5qwd/1e9J7uTUwqf1REdS2s9uX10VEA1VBlXxJ7XNUQklI+D+B5y2N/Zvp5TcjjIprh1kuii+fDLcaG0xCC/OBkwEgpsbyjoyAMV/UmzMs1iFugKYbKlKEgkUphj0f370uxe3tj9yexcG0bNmITWEMoGej6XScA3HVzPTX+t2wcAyTBSEpRYr8RMWFFEkTptHE7Zq8RS6U20vfU3VMQldI8N76wB6dzYP58UTkRgkRkucHu81bv6sWnamqw9G59bC8dUH0tzPbl7/3iECqrqzH8Tu49Lw+eRm1tHRoacvYlnYPqCbWoNLEnaARAHBE3dsd04yXRIR/XbXRB31AfBodvx7SbpgGoBQDU1tq/xum9ihkwvz52DBeOH88/L6oUu6ivQRLrveiyOY7iWgWJtillnKv24BhjTcpmihCfeO3mauUmIcRBANcAbJVS7rF7kmCn11hIWrq914iYsCMJoohodDtmPxFLThvpG6dOBX7wT/molOa5zaje1Yv+miOh3wul1s1S5wCIZ//hJyLLDVFEvKSNsK6F2f6cKNEh8JuzD+FvvwhUdhVGBFVU3gBGCEULBSHFBI0AiCOCoNgx3XhJkpKPm/+M/8cYzlVWYRneRE11re/3sxowADC9vh4nu7vz5yiqhScp18AJ3VKGVI0nCdfKyTjPRLCXSdpmipAYmCulPCuE+A8AXhRCHJdS/tz6JHZ6jZ4kbkK9RsSoqLOj2mnjdsx+I5bsNtJGM49Xu7uxEMAmj/eCF3HGzbpZ6hwcOHMglghmVTWkVEe8pBE/18Jak9XJXn7tV7OwsWcThodz75Vzyku88tos1+9BwoGCUADcTM5BIwDiiLixO+aK2StceUl0aq3tFF1g/YyX3r2EmuraopFBbqJfzMcQQmD5pk0QiH7hifoa6CbeJAHjnsxfq9f3o2X+KqU1hIJcl7giqpK4mSLEB666uRZDSnl2/P9fCCEyAJYBmCQIkehJ2ibUbw2fsOvs2In9YUeKuh2zn4glu430ka4uLGtvB+D9XvDiHPaybjqdgzj2H6prSKmKPkojYVyLo0dzNqhdgeiJ51jfg9ciDigI+cTt5Bw0AiCOCAK7YwohcF4OY+SjizDa2uzoJYmztbaVYgZHvRwu+Iy7nn0DTXPmhnrsOBcena5BEHQTl8IYj/WeXDF7Baq6M7jx+GFgQ/KvWZgkbTNVirgL7hNtKdnNtRhCiFsBvCOlHBVCvBfAhwF8XdlIiWeStAn1GxETdp0dq9ijIlLUy5i9OEVKbaSXtbd7vhe8iDNe1k2ncxDH/sPv/ecW1R3s0oTXa2F1oBsYTXuK0dCQe05Dg342fzlBQcgnbifnoNEaqqI9nKIG7I7ZN9SH33ryk8hKiSkz1+QFMC+TaNSboVIGx9620p0FgkS/lNvCo3IiT0v0UZQRL0ms7WRHkjZTTuheQJzEh5turkKIDwL4BwC3AvgtIcRfSCk/AOA/Avg7kSs2XYFcDaGfFTkUiYGk2QJeI2LCrrNjfr6UucxGY92UAJaHsG6qjERx2kjfMHUqjnR1FTzfzb3gVZxxs26WOgcrNm2KJeJfVQ2pqDvYpYFS18KcHmaIOlasgo9dSpn1MRI9FIR84mVyDhqtEUe0h/WYmVMZZLESgCwQwLyIQVFvhtwYHCvrVio5NheecDBExJHRhwPVeNKFtEW8REHSNlPF0KHgPtEXF91cX0Eulcz6upcBLFE+QOKLpNoCXiJiwqyzYz4f5qigOzdtggRwsrsbJ0NYN1VHothtpAtqCNncC6OtzUWdlF6dw07r5oEzB/Lvc3OJcxBXtLmKNHXV1zytuL0WToLPnU3DGBy+hL6hNwBMvp+S5qhMIxSEfKJTrRwv+IkaaGkBRkYfBk7lNuRyx4vY/UI9OvrcHzeuzVBY0QVeJysuPMHpG+rDR+65mhMix++9pEa5mIkq4kXn2k5uowWTupmyIwkFxAkh4VIutkBYdXYM0QLApGhayMI66EHnf9XdzKzvU1FRUfReOC+H8ds71zg6Td2KM07r5ptvn8P9U57EWHbiOCtmr1B2DnQjig525UCx9LCWlsmRQn1DfRj4dC4gYPVTVdi3k9HROkJBKABpqdPiBnN0Rv3Mes/RGnFthuwMjh9tfgTH185QVsTXgAtPMPJRaTKZzXCKiR7We3LLqR3Y9v5BHPx5XVncG16iBdO0mUqqE4EQEgw3tkDYBZPjIMw6O0ZUEFAYTWsmrM5TbsccBsXuha0/3Yqx/eE4TZ3WzX++eAxj1c7HSdp955Wor3naMESf//AfhwFM3gtaawF1vsTo6CRAQajM8BM1MPk13lN34tgM2RkcP9r8CEb27MXAv7yFxxu3YN/n1SrVTguPjpEbOtEyrwVTvpQTDuSOF1E/s97XvRcHxUQPu3ty2/sHceX8eRze+gOlkUK64DVaME3Cajk5EQghEzjZAioKJuuOW7HfGk27oK2toIaQ8RyV60HY9S/t7oWwnabF1s2xMwdQ9dSzjFQlgWhoANY+/m0ceWjcaSsE5k+bh0xmcnMeRkcnAwpCJDKi3gzZGRzH187AwL+8hbdvvI6xbLxK9cjoMC69m8up5SZxMmYRcfcL3qPSwsKP57aY6GG+Jzf2bAJ6BA6/PhfAXPzn783CzT1COwEnbPwYB8U2U+zaRQhJMlE2GrAeN+6IpFJiv12E95uX38TWlzrR3NqChVAfKRpV/UsVTlO7dZORqtGQNtvEnApmpImN/MnDwJsSeN8xVEBg2k3TbF/Ley4ZUBCKGF0mCT+bziRuVK0GR8v8VXi8cUs+fzoOpTpXk2kYRw7UAqjFR+45jfqZwzjcl4zoFzOqo5wMEdFLvaow8eu5dRI9jHsSPYXG2s2zZqn6GFoRlnHArl2EkKQTR6MBnSKSion9dtG0z/3pf8Hlf9yHgZ/lIrz3PrQXyxU1BjGIsv5lFE5TKWXBcZKYmqg7UdkmcYu6NdW1WLZsGOu+/vK4LVd8D8PoaP2hIBQh3MDEg3mCbJrThH2fj1+pvvTuJRi5t1nIgt+JHgTx3JYSPYQQWhd9Vk0YxgG7dhFC0kBUjQaA+CKSvGIX4X3i3pkY+NlEhHfv6V5lnWIN0pTuopMQmGaisE2iupZ2xaNra811gmoBdIR2PBIfFIQihBsYPYhbqc5kgL6hN/CRe04jC4kpX/oEdj20D8Dk3Ftd8dOtTpfoOLcE9dzGfZ+lnTQZ6oSQ8sWp21bY4kwcEUl+0SHCO4npLna2VlKEwDSg2jaJ8loePRrK25AEIGRMHXwaGxvlwYMHYzl2XDBCiJi5sylXQ2jXs8mrIWQVhJqbc/8XE4SSfO9LKfH04sX53x88cYKGkyYkTWQsR4QQh6SUjXGPgxRSjjaYjjh121Ip0iR1XeOc74yTrWW+1wyC3GO8FsVRfW7CvpbFMGx9g3KKZE8Lbm0wRghFSBI9DUQduZpBtXCKDIo7R7gYXtOdkhodF6XnlniHUViEkCTjtttWmOiwrvm1bTjnO+Nka4WZmhi1ky9p4pPq+1RlmqldAelaVrRIPRVxD6DcaJrThI67OxIxoanGGp0WV7SarvRv347DW7fmz4thxPVv3x7zyLxjhNBWisrEpPdYPbcPnjiBhW1teLW7u+C6EH3pG+pD50ud6BuKqSo5IYSUYOmGDQWbOWOzZ64FEpa9pMO6libbRjecbK1iQqCfa24nPKnCEJ8e3f8oVj+1Or+el/P6Hua1BHIikDUayExDQ+4fSS+MECKxwOJ2znjNEY4rksht+GgSo+Pi8NymjTgLZic5TZEQUl4U67YFhGsvxb2umW2bN98+h+NrZ2BJz3mM7NmLBa2tBbaLLhHRSaKYrfXy4Mvo/8Y21Lw4MCk1EfAeXRJlDb9i4lO5ru9OaaaA/0iho0dzNlvxAtIkzVAQIpHD4nal8VL48YN3nEX2+jUc/Hmd1uJaEkO9rUUtjetS7vdnEkhqmiIhhBiosJfiXNeMY7359jmM7NmLuXuAEQBVC+cDFqeWHzsmaalFKrDaWn1DfVizcw0+dX4qbll4I+a1NgcWAqN08tmJT+W8vvsVde3qAU2blvt5eDj3P4tIly8UhEjkJKnLRZy4yRGWUiJ7/RqunD+Pw1t/QHFNAU6eW2KPny50oY+BXcgIIQknLHvJKpTEua4JIXB87QzM3TPx2K9vr8JYdzcE/ItejAq1xxBPnvnAL1GJSiw43YuVdSsDC4FROfmKiU/lvL67EXWllFi1Kvd7zvaSAJyvdUPDRP0gRgWVFxSESCyoLIiWFkoVfsxtsgUOvz4XwFys3wJgyyvYPE9tdxJCkkAS0xQJIcRKUHspbqHEKuhks9lcmpjpObNqZuN9bR8MJHqVc9SIE07OkaTYiFbxye/6nqYIsmKibksL8JuzZ/G3X3wKwCYcPSrQ0iLR21v4/GnTJiKDjKLRmYxzLSGSXigIpQRdu1EVQ4cuFzrjJkfYSenneSRx4rULnSqSmKZICCFmgtpLcQol1vpH2WwWPevWYWRgADX3rSmoIfS+1taC1+pc1yZJpNU54nV9j1sYVc2EkCMxcGY61m9ZjX99J/f9OfTPowBucvU+jAwqTygIpYCkFWhWVRAtCqLa4JpzhDf2bAJ6BPbvL8wRnth0S1weHMTGKV/Iv57iWnmTJi8YIYSUK2HYS3EJJXb1j450deHiwABuXbQIax//v/HpigrIuyUO3dyJC8ePF7zeqx2TVuEjDOgcCVcYjdvGsqsHZNT/GR4WAG7C0E1L83+fU9GPoZuWYvld1TCcyeZoIIpAhIKQYlRH7uhYoLnUBBN3l4ukYOQIo8c5R/jy4CCunD+PhZv1E9fiXjTLEa9eMJUGAY0MQgjxTxj2UlxCiVP9o2Xt7aioqDA/GRf6+wuihvzYMRQ+widpGQjFCEsYjSvSqJitZnQHM9K/DJbfVY1XXhrB3JsGsHneF/Cdf3cCpWoIkfKFgpBCoojcSWqB5qR1b4qjSK5RI6jwmKLgmEII7Nj4XMF9pou4lvbwXF1hHQVCCEkPYdhLpYQSVc4bN/WPhBCoqqlBzX1rcP+UJzGWGUPVlCr8/X1fjt2OKXeSloHgRFjCaJQ2lnWvYdca3njcIFcPSGLb2q1Y/8rq/OPb1k6OuKPTjhhQEFKEXeTOoc5OnNy1Kx+5A4RT0E2XAs1eRRPz+OzEDuIOXcU1ChPx4NYLpkOBHsblAAAgAElEQVQnsKhgpBohJMkIIZTNYyqdN27rHy3dsAE/+qe/xlhm3GbIjuH42hn49D3JEh3ShI4ZCEEJI4JMVQqm2QYzp4RZRSC71vDm7mBALnPg1e5u7NxsXLc2bTIHiJ5QEFJEscidBa2t+cfDUtnTVqBZx41pHEVyvRxTx9boLPAYD6yjUAgj1QghSUflPKbKeeO1/lHL/FWoeslkM8xfFXgMxD9JzUBQTRQ21kQ9oMLfAav4k6OwHpBA//bncHWEZTmIeygIKcQucgfjX8SwVHadCjT7EU3sohSsE12p1+okHDESYQIKE86ovH/deMF06QSmGkaqEUKSjsp5TIXzxrBrjfpHy9rbIYTAaGszRt44iPNyeJJtSptBP3TJQNCNsGpVmfc8xj7I3A7ewCwCFWsNb7bhdM0cIPpCQUghdpE7J7u7cTJElT1tBZqPHs1NhL29em5UncaiyoPn9vPreL5Y4JHEDSPVCCFJR+U8FrYQY647s3TDBmSzWRzp6sJ5OYzflt/E2HvHUCWrsG/os5OORZtBL5KWgaDCKRvWe5rfp2O9u/fJ1QOaLAK5sfN1zBwg+kJBSBF2kTtGDSGDsCZU3ZRgL4KEOUrBqpIXI4zaJyq6Jnjx4KWlawPxjm61e3QSEMMmd26bsG8nvc6EkOTiVrTxa1t4EWKcNsjFWs2/2t2NkY8uwth7x3AdjNZMAuZ9TNDub1EQhlPWem+H5ei1vk/l4RFUVtxQEAlUW+s+AoiQsKEg5BG3mzdr5M74gwXPCVNlT4MSbJ0IVU1+qromuPXghX183QQGoh6mJnqDXmdCSNIpNY9F0RGq1AbZqe7MaGszqna+wGjNhGDsY5LS/S1oWqXdvR1Wqmb+fb63F1eEAC67237TjidRQUFIIUbkDpATf052d2NBWxuWx1jnpxhevEoqBAe/UUXW15b6HE5dExa0thY832vUjhsPXhq7NhBvBK3do0uRZJ2j3CiSEkLKiahsCzcbZKe6M6wRlCyS1P0taFql3b0dVqqm8T5XhEAFBLLjj5tTwgrGYvmdENVQEHKJ3w2GsQDrXOdHpVfJz0bM70To5nMU815NX7KkIILL7zko5cFT0bUhSDFvLjrJQ4ciyVF4ogkhhLgjqo5Q5g1yZUUlBocH0TfUV7AGOdWdiSJaU2dnRRJJSve3oLWw7MSfsOprNc1pwqLn3sSlaZew69k30LHe19sQogwKQhERZp2fMBc7L14l3bzu1sggt5/Dzns1vb4eJ7u7IUq8NgzYtYEA/r83cRdJTkKUW1I7qDEVkBDihJP9F4VtYWyQnzr2FHYc3YEnDz+J7x/7fj5SNe7Ot3RWhE+Sur8FERyLfU4/72m2PYyfa6prUVNdi6Y5c/PPS4ptQtIPBSGXhLHB8FLnp9jGIOzFTpVXKWrxyMvnsPNeQUosaGtT6llzOn4Y9aS8RAbpIuqFQVTeQF28jnEbZ16+axQ43KNLKiAhJBhB1wq/9l9UHaGa5jQhcyqDa9lrkyJV4+x8q9pZUc7rWbnU4QvyOYvZ00eP5v43Ckinwe4m6YOCUIiEtWEstjFQtdi59Srp7nV38zmcvFcLWlsL3k+FGPTy4Mvo/8Y21Lw4EIv3LG1E5Q3Uzevox2gJ05h1813TQeDQbY5yQodUQEJIMIKuFQXzZkUV9n1+wv4bGxnBySL2n9HaParIHKdI1bg636pMm9NhPdMVXZxlcWHuCHb0aO53w+k6bRoKOokRoisUhDxSbIMR5oax2MZA1WKnwqsUh3jk5nMU815JKXHh+HHH1walb6gPa3auwafOT8UtC2/EvNbmyOtJ6S7qeSGq1KUkpEiVImxj1s13jQKHN+JOBSSEBCOMtcKYNz97/DbccrUSmXv2T8ybUmL60qVF7b9ikTk3TJ0a+oa9VKRqXJ1vVaXNcT2zRzdnmWqs7eAzmckRQMbvVooVkCZEBygIhUDYG0anjUHYi52ffG9dJjNzxMOK2Stcfw6r9woAIAQu9Pcr9awZBsUzH/glKlGJBad7sbJuZWTes7QRVRHNqI6jkjCNWbdzBgUOb8SdCkgICUYYa0XLvBZUVVThlquVWPvabajpOQ95d27OPblrFxa0tuJCf3/++U62jRACN06diquXL+cfD3PDrmMakaq0Oa5nk9HFWRZm9LOd4OOUCtbSMjkCqKEh97eGhsLXE6IzFIRCIOwNo9PGwGmxO3DmgOdJUXW+tyrxyC7i4WYPn8P8uxACVQrPgbFYTX/PdEehL0p0EfWCElWB7qQXAg/TmHU7Z1Dg8I6OGyxCiHuCrhVNc5qw7/P7kLlnP2p6zmNkz148vWcxAOTS2i3vYxcFbSClxNXLl2PfsEeFyoLWXM8mo4OzzGv0sxfBx4w1Fcz8uIE5AshOBEqL3U3SiZBSxnLgxsZGefDgwViO7QY/ObFSSjy9eHH+9wdPnAh1QnRa7GruW4P7pzyJsay/lJCk5QB3vtSJR/c/iuvyOipFJR5f9Tg67u4I9DlUnAPrYvXEvU/gwjsXaFCEhPk7YRCGMWK99ub6DGEeJ0rCLoiZtDmDxIMQ4pCUsjHucZBCdLfBkkqYa5LVplzQ1oaTNvaf0/urWiN1pdxSmEoRRSFs1XsfJ4rtBQBn8cf6mBHRYxV8amsnIoDMPxs0N0+81vyeJH7KuQi8Gbc2GCOEbPCzoETR3cHsmd/YswnoEdi/P6fO//PFYxir9p8SEle+t1+KRTwE+RwqzoE1VefCOxfyixVxRzHhQZU30Pr9z2az6Fm3DhcHkl0IPOzok6TNGYQQopIw1yQ7m/LCsWNY4DGSOenRrV6xS5sbbW3Gj0/34jdDfWW1MYyiEHZUne2K4Tb6uViEj7noc7HaPwbmVDADtxFGJFpYBN47FIQsmHNi33z7HI6vnYEl42G7xUJsVYapWjEWO/QUdm8YO3MAVU89G3l+c1wKbFLCd5l37h3z4lpKnA073dEuJ/5IVxcuDgzg1kWLsKy9XWkhcLffJxoghBCiF2Gl4DvZlNOXLi04Xin7Mu4NexD82pfmz2U08yjHjaHqQthR7n2KYd0LdKxvKhrtE4bgw1SwZMAi8N6hIGTBWGDffPscRvbsxdw9wAiAmvvWFJ3cVNfhMZObjER+ojN+z2SasOi5N3Hp3UvY9ewbkdz4cSuwSai3kRThSkfcFCwMu72tU078svZ2VFRUhHIcO+L+PhFCCAlGGGuSF5vSjRgU54bdL2Gth+W8MVTtkIxy72PHhDjTBKAJHRnn5/sVfMxE1TGZ6fjBoDPeOxSEbBBC4PjaGZi7Z+Kx42tn4NMOX8iwN6Z+qKmuRU11LZrmzI3keFEstGmIhFAhXKXhvFgxPpMhdq5aJQBswrY254KFYacuuQ2xD/u77eb7ZD1HabwP0gLz1wkpT8JYK6IWlnQjLPuynDeGUTgko977lOr4ZY4Kqq0tLv4Uw86WitK+Yg2scKAz3jsUhGyQUubSxEyPLRlv/ek0yUVRU8OYmKyKtnkijGqTWM4LbdyMjA7j0ruX0DcUTTRYfERf/yCuEHt+n9IDo70IIUGJW1iKU9QOaz0s941hFJH0Uex9zEKOm45fxYhb8HHCTVS8ziKubiQhi0QnKAhZMDaDI3v2oua+NQU1hA7fkoy866hQudAyEsKelpacGHTkQC2AWnzkntOonzmMw321cQ8tMHZiZ9TiTJwh9m6+T3bniOhHOacpEEL0ws+GPW5RO0z7khvDZGK2cwyxx6kAtDklLIm2kVPJAu49iWooCFmwhth+WgjIuyUO37JVqxBb82QX5yYxKQttmjbQl969BCAnAGUhC36PiijOZxziTNwh9kn5PhFnGO1FCEkyYYjaQSOMuB6WH1bb0ogGsrZ7L1UPKKmUW1dAog8UhGyIsx4Q607kYCSEPZkM0Df0Bj5yz2lkITHlS5/Arof2AYimblQUdO7MfQcOnGnBzTGIMzrUAysFvw96U+5pCoSQZBNU1I47wshpXJyX9cMpJcwcDVQ77vtMa8evJHcFJMmGglARosiJtRJ0AU36RBgWdh0DVKaeRW1gNM1pQv3MXA2hXREbWarPp913YMXsFZGLM3F8/0m6oHebEKIjbmyWoKK2jmmzuopU5YSdfV4qJcwuGsh4XZpIcldAknwoCPlERVtAvwuom015UtsY6j7h9w314SP3XEUWKzHlS6sjMzByNYNqkabIIMDddyAJ9y1JDkmdGwkhpeH3uxAvokgQUVvHtFkdRapyx01KmFU8Sitxlywg5Q0FIR+oagvoZwGVUgJwNnbKpY2hU/SKqsUkcyqDLFYCUpaFgaE6lU9HI5Kkl3KZGwkpB6z2T/+3voWrly/z+20iKlFEx7RZ2hfxYbXPp02zjwYqlhKWZiHITBJKFpB0QkHIIyrbAnpdQD94x1lkr1/D4ddzUSItLRKXBwexY+NzeWOHbQzVkev49TBwKreCyR0vYvcL9ejoi3dcSUZHI5KkE86NhKQHq7ibzWZxdv9+XBwYAMDvt0GUoohuabNx2BesWVSaOFPCdIwgZMkCEgcUhDyiui2g2wVUSons9Wu4cv48jLShy4ODuHL+PK6OjOQntXJqY+gUvaJqYampnujuVT+zvuD3NKNyodbNiCTppJzmRkLSjJ24e6SrCxcHBnDrokX8fpsod6dLlPYFaxZNprk59781cj+OlDBGCBMyAQUhH+jQFlAIgYM/r8PhrT/A+i25xzZO+QIWbp5s7Ogw3jQyWYAqDzGIREM55MzHDedGQpKPk7i7rL0dP1yyJP/cuL/fUUQklIpK8SOKqIx0SWMUTd9QHx7LPIbR66PIymyqSgpYu3sVE3fMfy9F1HYOI4QJKYSCkA90aQuYN4K2vJJ/zG4Muow3KriBJoS4odzmRkLSip24u6y9HUe6ugqe5+f7HZZgEUVEgoqoFJWRLmmMojE+0+i1UWSRRYWoKNuaRdYW8kaEEBCvrc4IYUIKoSDkEZ3aAhpj2TxvwgCyGjtxjzdOz09Ux6YApRdJj6xxKo6eJHTMzTcT99xICAkPO3G3Z906XBwYCPT9DkuwiCoiQUXRaJWFqNPY+cv4TFlkUYEKrJm/Bo+1PJbIz2WO9jHq/Bi2iYG5QPS0aRLDw4X3sblotE4wQpiQCSgIeUSXtoBuNzNxjjdOz08avU6EJIUk5ObrMpcTQoLhZA/dumgRlrW3+/5+uxUsSgngUUUkqCgarbIQdRjvrVvKmfUzJVUM8sP10VEANxU8dse/O4vXMCvfQl4XGCFMyAQUhHygQ1tAL5uZuMYbpufH64KfRq8TcSYtkTVOxdGTQJJy83WYywkhwXCyh26YOhUVFRX553n9frsRLNwK4CoiEqy2kbVoNAB0vtQZSCxRWYg66Hvr6PxTXbhbtQDWN9SH1s/cjmk3TcORA5NrY9bWFnYEy9UNynU53jjlk9h25XlMravLN7r52y/uw8aeTQD0WVcZIUxIIRSEfKJDW0Avmxm/4w2yKQ3Lq+RmwbeOM8rWqoSQCZKWm6/DXE4ICYbZHjL+Nws0ZjvJC6U2904C+ILW1oJjZ7PZUGoaGRSzjYx/YYolKrtzBXlvXZ1/qs5XsWsaVoq28f5XLr2ACggA97h8pcDUujosXNuGK1vOj3dABqbMmIE7N21CpkOvdZURwoQUQkEo4ei8mQnLS+JnwS/31qrlSNIja6wkefzMzSfEG0KIewH8DYBKAN+VUm61/P0eAE8AWArgASnlM6a/fR7A5vFft0gpvx/NqPVCCKEkXdVpc19MAJ++ZAlgmu+y2Wy+ptFPFg5jZ/05rD82EwgQkVDKNtJVLAmTuJx/caWp2V3Tm589HNo9b7w/fqcFQlRi/j/8HHW1cyf+ninyugwACEi5CZu7F+cff/DECW3XfUYIEzIBBSGSx7zAdazPLXBB02/C8JI4LfhOaUIqPVrWYxFCJmBuPiHuEUJUAtgO4GMAzgB4RQjxrJTyZ6anDQL4HQB/bHntbQD+HEAjAAng0PhrL0Yxdp2IK13VTgCfXl+Pk93dEOPjONLVhYsDAxidfSt2Ln0V13EdO+vP4a5Zd/mOSCglhpRDpHQczr8409Ss17R5bjOu/rQ3tHve+v7Tbprm+rVJXPd1dqoTEiUUhAiAyQvcotE3UVM9OXc4DhjtQ7xAgS5emJtPiGc+BODfpJS/AAAhxA8BfBZAXhCSUp4a/1vW8tq1AH4ipXxr/O8/AXAvgKfVD1sv4kpXtdsIQ0osaGubNI53P3cPqro/lre1ln5tI5bWrfR13FK2UbnYTqqdf1bijLyyu6ZyU+7YQe75CQdnExY99yYuvXsJu559A01/6m4fwHWfkGRDQYgAmLzArfv6t7HpI5uwalVuAs9kchM+IGIJlS224MeRJpSW4sWEqIC5+YR4ZhaAIdPvZwDcFeC1s+yeKIT4CoCvAEBdXZ33USaAqNNVnTbCC1pbC55rjCNMkaaUGBK1WFIOxB15Zb2mYd/zNdW1qKmuRdOcuaWfbBoD131CkgsFIQJg8gJX/9IwDv90K4BcZwDD6Dkvh/Hb8ptadXQghOgFc/MJ0Q8p5XcAfAcAGhsbZczDUULUaSvFNsJSSlw4ftx2HLqLNLq1cddtPLpFXrm5582OS/PP08YzwoaHc/9Pmzbxs1dnJ9d9QpILBSECoHCBa57bjOpduZzkbW2FOckjH12EsfeO4Tr0KlLYuTNnMPQNqV+c01a8mBAVMDefENecBTDH9Pvs8cfcvrbF8tpMKKNKGHGlrVg3wgAAIXChvz9x6TO6tXHXbTwGuoh6pe75qNu9c90nOqObuKwTFIRIHvMCVywnebS1GVU7X9CqSKEbg4GTgHriPMdJvL66jjms9rWEENe8AuAOIcR85ASeBwB8zuVrewD8tRDi1vHfPw6gI/wh6k+caSvm9xZCoCqh6TO6dSbTbTy6Yb7nR1ubsfWnW7H72YchrnwOO2qew9GjuXvNLgLI/HPteKmgS5fo7CTB0dGO1FVc1gUKQsQWp5xknUJlgdIGg6pJgIvlBHFOtEmc5HUds4qWzYQQZ6SU14QQX0VO3KkE8D0p5b8IIf4SwEEp5bNCiA8C+AcAtwL4LSHEX0gpPyClfEsI8ThyohIA/KVRYLoc0SVtRZdxeCXu+ji6j0dHlm7YgJcHX8bdzdeQxUpU4Bjec2El/nD3hrzgQ0hU6GpHUlx2hoIQscUpJ7lpThNWzF6hjWFTymDgJKCeOM9xEq+vjmOOq2UzIQSQUj4P4HnLY39m+vkV5NLB7F77PQDfUzrABKFL2oou4/DCitkrCpx+K2aviHU8utXr0ZXe073Ivvn7AIDs6DS8DeDo0Ym/F4sAsosGorOT+EVnO5LisjMUhMgkrDnJN06dirP79+e/4Mva23Gkq6uk2htVyGApgyGuSaCcwm7jnGiTOMnrOOa4WjYTQgiJH8Ozv2Lc8aeLZ1+Xej260tICjIw+DIwWtohvaMiJQg0N8YyLlB8625EUl50RuVbi0dPY2CgPHjwYy7FJaQzDwBB/Xu3uxq2LFuH2Vatw7fLlggJ2dl9w3UIG46jXUk6CEMAaQl7RdcxSSjy9eHH+9wdPnKAYRHwjhDgkpWyMexykkLTYYDrWqoiDoOuJU3HiBa2tWN7RkT+vSTjHuq6vYWCN8DFEn97e3OO3TL2GyoobUlcPiN/15EA7Uh/c2mCMEEoIUU+E5vx3s9p7cWAAgLPaaxcyeKizEyd37cqHDALRhk9H6WEyFmBjcQ57QdZ1UYzTi5dED6KOY466ZTMhhPhFN8dTXIRRk66YZ3/6kiWAxd7Q/RzrWqMvKIYtaaWhoTD9y7y1S4MQBPC7niRoRyaTirgHQErTv307Dm/dmhdSjC9b//btyo7Z0gKsWlVYDNGM0xfbeP7Ctja82t2Npxcvxsldu7CgtTX/PqrHn1biuBdIeWD1ED944kT+O2y+5wghJG7MjidjfjLmr6sjI6mer/qG+tD5Uif6hvoA2Nek84OdrTe9vh4nE3aOwzofUdPSMiHqGD+bHzt6NPevtzf3b9q0iZ+NSCEgJwKlRQgCyvu7njRoRyYXRghpjg4FuvyovXZdygwvky4FxlRhLMQqIoPivhdIeomzZTMhhHhB51oVfnGT5mQX/RJWTTo7Ww9SYsH4hi4p51jHGn1WrNE+Tnbi0aO555fqGGZECqWNNH7X0wrtyOTCGkIhoyJv2ay4GpRK2SqVUlRsnNZ0p+ZmicuDg9g45ZOT8spLjcE6ZjNJm8j9XFcVudte7wVCvKJrSiJJJqwhpCdpscHSUqvCbZpT50udeHT/o7gur6NSVOLxVY+j4+4O5TWETu7alX9uEs6xLjWEinX0MgtC1hpAtbWTxR/zY8U6hqWdtHzXywHakfrAGkIxoCpv2S7aJkgxZ/M45Y4XUT9zGIf7aie91/jRUVF5gye1186wONTZiYf+ag0AYPO8LyRKwPB7XVUs0F7uBUL8kMRWyYSQ8iNNtSrs0pzs7Ixi0S9Ba9IV8+xLKXHh+PGC5ybhHMdRN9LAKviYMaJ9DPHH/LgT5d4xLE3f9XKAdmTyoCAUIm4XdK+4nQjdphSZxwlIXHr3EoCcIGSf7jQLUk4cyzAUnNLFzIbF+IMlx68rfq6rKnWciyIhhJByxymiBUieo8RtmpPK1snmZiJ5hMCF/v5UnOOgFIv2scMQeIyonmnTJn62E3/Mgo+doFTsmOUSGZSm7zohOkJBKERU5C17mQjd5tm2zGuB3PEiAAmcasbrKL24eVV7DcMCABrfP4gr51fjX9/5EABg25XncWXLeexEMoQMr9fViNIabW1G7+leNM9tRvWu3sDdELgoEkIIKQdKOVXSVqvCi9CjMvrFeo6rUnSO/eI12scs/thhF+3jFFVkfk45krbvOiE6whpCIWPOWwYQihenVBqYNVfaTZ7tnU3DuPTuJbx+dC4AoLk597iKBeeDd5xF9vo1HH7dOFauLtGOjc8paxcZdoSO23x0s2jzk4XD2Fl/DuuPzcTHXq0NpdYPW28SQpIEawjpic42mJd1jrUq1FPqHKfpGthF5kyblvvZXMPH7mcDN/V+vBSVJjnSdJ8REhVubTAKQooIu55QsYnQepy96/eielev66LDhjC069k3lOZbSynzbewzGbUTeZSiid11AYC/+8PfRs2LA/nHRz66CL/3zWdCSxvjokgISQIUhPQkbhus2NoJTHQiXdDWhuUuG1mQeEibk8qp2LOBWfBpbnYX7eMmzYwQQsKGRaVjJux6QsVStgqOc20M/d/YhpoXB1ylFPUN9eHYuavIQmL1U58IrQi2l/GHTZSt2R0Noa9txKkXv5x/7tKvbQztuCzWRgghJKnYrZ0/fvBBQAh8/Ac/yBUzBnCyuxsn2WJaW6K0t8KimFBTTPwx1/txG+1jfX+7nwkhRCcoCAXASe1XUU/IdgyW49S97w7MaGt0lWebOZWB+MKjgLyOseuVoRXBLkYUi6HbOkpBcTKEFrS2ompXoVVRvasXclOTdsZR2mD0FCGE6Ivd2nmoszPfyerQ1q1YvmkTYIlepxikH1HZW06oXvPddPeys20p/hBCkgRTxgJQKvzTbd2ZoNjVEHKzQIad1qYTbuoohXEMcwQWACxobQWEwEmbws/0cKolbaHrhKQBpozpSZw2WKm10w6un/oShb1lh9s13ykCyEv6F0UeQkjScGuDVUQxmLTR0jLRWaC3d+J3K01zmtBxd0eByFLsuUGwHsdtSpHR1eLxVY9rLwZ5OW/FWrOHLX6avWMGyzs6bLtyLGxrYzcEhZi9zsa1NjYcV0dGQr/2hBBC/FFs7VxueWxBWxsePHECC9vaCub2uLGOQYcxxYWUEj/a/EjBYz/a/Ijyc1JqzW9pkaHZ2pkMxSBCSLphyliZU6p9aVRRTmERZWv2YsKTYegaxzGMX4pB6tAhdJ0QQkhp7NbOQ52dgHWeHhcVdGoxnaRIVNXpVMZnH9mzFz13vIWnGs7hoaMzsXbPXhy+ZavStde85q/fshrY8go2z+vGtivPY2pPHQBh2xa+tpYRQCpI2l6BEFIIBSEfGIuGl0XEeK6xMCVhAdIhpczreRNC4EabCB0gXGPSjfBkHRdRi3GtzWkIFIMIIUQf7NbOQ52dOLlrFwDkO4sZjxnzetRzud0GN0lFlKMQrgx7q+a+Ndg95UlUZiuxu3EY6z5wfyTiXa5z7SYAr+Qf+/lbdcBbIp8GZi4KTdSgw16BEBIMCkIpJQzBKexOaVGxdMOGAsNMRYROVMITcY9TxBavByGExI/d2rm8owMX+vsBIbDc9JjxXC/zd5BIBeO1098zHY/8f49M2uAmJRI1SuFq6YYNWCIl9p15IH/eV8xeoexcmG3bo0clro+O4u13PwQA+PJAH97JFh7XXBS6mD2ss2M2CSR1r0AImcCVICSEuBfA3wCoBPBdKeVWy9/vAfAEgKUAHpBSPhP2QHXAuoju3+9+UfUTVWTlzqZhXHr3EnY9+0Ykk21UndKc8HveomjNHoXwRNwRZaogIYQQ/9itnR9/+mkAwIEzByaEBY/zdpBIBfNrhRDIyiyyMjtpg5uESNSohSshRMnyA2GSSwWTGB4WAG7KP15RVQW8m/u5tlYCECXbwpPg6LBXIIQEo6QgJISoBLAdwMcAnAHwihDiWSnlz0xPGwTwOwD+WMUgdSDc8NvcQpX/zYW3pm+oD8fOXUUWEquf+kRRQ8cuxaqUd6QYRtHppOUFR5nLHIXw5JZyzuFOasSW6hoPhBCiI3ZrZ9DUkyCRCubXVsgKVFZUQkBM2uAmJRI1CcKVF6y27dGjE5/DEH8uXqxG4/tPo6LyBtw8a1b+74wAUktS9wqEkAncRAh9CMC/SSl/AQBCiB8C+CyAvCAkpTw1/resgjHGTpjht99ct32865F7YamlBRgcvh3ZU3MBAFe++wJan7kdv9T0XHwAACAASURBVDji7XP4iU6K0uvjhNsxl2suc7l+bjNJi9hKUnFSQghRTdDUkyCRCtbXPnHvE7jwzoVJNYSSEomaFOHKDWbHpsFEKtiEg1UIgal1uYLSFIGiRZe9AiHEH24EoVkAhky/nwFwl5+DCSG+AuArAFBXV+fnLWIhrPDbIMLStJum5X+ugCj43Yw5xcoopjc8nPOq1NZOjCOtUQnlmstcrp/bik4RW04kqTgpIYREQdDUkyCRCm5e6yUSNc6I3TiFK1Wf24hyNzs2cz8Xij+ZDNdNQgjxSqRFpaWU3wHwHQBobGyUUR47KGGE37oRluw2grnFrtZUQ+hGNM2p9fwZjK4Lje8fxNS6OmQy+kUlBBWryjWXuVw/d1JJSnFSQgiJijBST4JEKrh5rZtI1LgjduNKoQ77c08b93satqs1UohRQIQQEg5uBKGzAOaYfp89/lhZEVb4rZ2wtKy93VXKSE11LWqqa9E0Z27J45gXSuuieuX8+fHPVKdVVEIYKTTlmssc9+dOc9SZKtJW44EQQrxgF02ShNQTY4421jnr7zpE7MaRQh3F5/ZTD5MQQogzbgShVwDcIYSYj5wQ9ACAzykdlWaEGX5rJyz1rFuHtbt340hXl6M442cRlFKiocH8PhLb1u7Dq93deHpx7pE4oxIMg7B5bjOqQ0qhKWVQBun0pjNxGdKsheOPNNV4IIQQL8QdRRMUp3Wv5TN6ROxGnULtN1LZmgZmRAEZTkyj3EHabDZCCNGFkoKQlPKaEOKrAHqQazv/PSnlvwgh/hLAQSnls0KIDwL4BwC3AvgtIcRfSCk/oHTkERJW+K1VWFrW3o6edetwcWAAP1yyBEC44oxhsOzfn3u/lhaJy4ODuGHq1ILnxSkGmQ3Cvev3YiGYQpMkWAvHH0kqTkoIIWGjQxQN4C+61WndG/noIiz9rWWMVC6jz00IIUnHVQ0hKeXzAJ63PPZnpp9fQS6VLLV4Db8tZmRYhaW1u3fnxSAgvI2gncGybW3OYHlj/6KC58YVlWA1CHtP92KTwhQaa9vStEYKRQlr4fgjrhoPhBCiAzrUvfMb3Vps3fvJwmHsfO8/omrnC9j30D503N0RyefQCS+RytZyBtOmTfwM5CKDmCJGCCHqqYh7AEnCbfht//btOLx1K6TM1c02jIz+7duxdMOGAuPjSFdXwWvNrwvCgTMH8OMPS9Tct2Y8PWwxXu3uxq2LFuHiwAAWtrXhwRMnsLCtDa92d4d2XC+0zGuB3PEi8P9mUFVZhea5zbYpNFGPi3jDbBwbUAwqjXkuACbOI9PsCCFpx4gmeXzV45Gki1ntiGw2m3eaGXaGEeVzdWSkpN1ht+7trD+H65iIeCKTaWmZcMYRQgjRg0i7jJUDblNoVKaMFKRiTanCdzE//7dZq1bh3zc2KolK8Bpx0zSnCfUzc53TutfvRfWuXqUpNMa4GBkULqyF45+oazwQQoguRFX3zi4S6EhXF26YOjXvFPMa3Wq37q0/NhM768+x06cNZhHo6NHc79YaQZcu0T4jhHiDTW3CgYJQyLhNoXFKGblh6tRAN3c+FSt7HesOF7anv3r5cr6rmXm8UX95jEX/yIFaALX4rw/NxW/OzsXffhFMoUkQrIVDCCFEV0o56Za1t09KU7d7D6tNZrfuobsbd826C0u/tjE0ocuuE1tSMIs7R4/mfjZEIOP3NJHka0VIEmFTm/CgIKQAt+2k7eoS3Th1Kq5evjwpksjLzd0yrwVVFVVYd7gWa1+7DTX3rcGntjxRdKMeZMNu7ggRtDbPzbNm2abQWAmq/tLzFB6shUMIIURXnJx0y9rbJ6Xt//jBBzG9vh7LHTYYpda9pXUrQxl70juxAZOjgQwaGoCjR3NdcM02WVLtszRcK0KSBJvahAsFIQV4SaGxep2uXr4c+OZumtOEfZ/fhyMjf4OaD8zAp7Y8od1GvXj6VuG4jn/721R/NcdrwXVCCCEkKuycdIYYZI7yOdTZiZO7duHC8eMAgOUONlgU657qTmxhRrRYU8LMTkJzNFBtrQQgsH+/ROP7B/GbszcAmBXo2DqgS9c8QsoFNrUJFwpCIRMkhSbMm7tpThOavt6kzGCxduwCwu8IQfU3ObAWDiGEEB2xc9Id6erCjeM1hAy7aHlHrivYhePHcbK7GydL2GCq1z2VndiCRLRYi0KXsvkaGiQO/fMo5lT0Y8ptMzC1rg6Ht27FximGLZf8zZsOXfMIKTfcZuSQ0lAQMhFGYaqgKTRh39xRbtSvZ69hcPgs+obecG1YOBkSbgUyFhQjhBBCiBUnJ52RNmZ2mhmi0NOLF+ffQ0XquhuMTmwq6tJ4jWgpVgrASAkzOwcNJpyEAi0t1bg8OAMbp3wS+BXwane6PPkqrxUhxB42tQkPCkLjhFmYKkgocVJubmvKV+fOnLdp8PoYVj8VXv50KYGMBcUIIYQQYkcpJ11FRcWk11htMDd1hVShqhObU0RLsQigYuKPmwLRnTsPIPP6fuD3Jx7Tza4NSlRd8wghbGoTNpNXwjJESonBN07i1e5u/GjzIwU32dWREUgpPb+nn8gc68394IkT+Zaoh7du9TWOqLDzNoVBMYFMSlmQUmY8FvS6EUIIISQ9LN2wAXdu2oQDZw6g86VOHDhzAHdu2jRJzLGzwRa0tuZTyA6lyM4wIloeX/U49j20Dx3rmyYJQUChCDQ8bC/+NDTkooGamyf+ZTK5NvKZzHh62vdXY+C//4+C1+lu1xLiB+s9zXtcDcXE/oVtbVrUyk0ajBACcODMAdw/5Umsu6MWa/fsxdN7cqHCUYezJrFjk+E56hsKP3/ajfrLgmKEEDuYSkoIMThw5kDJmjl2NpjXukJJYEL4aQLQhI5M7jc3EUC57mC5/w0ymclRRWYyr+/HuoO5rrc9d7yFRX/0B/j4/xb05JPUwayFaGFTm/CgIITx6JbsGJ5qOIe1r92WfzyOmyqpN7eK/Gm3AhkLihFCzNAoI4QY9A314bHMYxi9PoqszDrWzLGzwYrVFUqDnWEVgYpFABkiUDHxx6keZMv8VThW/S303PEWdjcOY9/8Vbjz7hUA9HV2JoUwO8WRYLARTjywqU04UBDCeC51RRXWHa4teNyudo918vXrhS5WoA9I7s2tIn+6lECWlJpLhJBooFFGCDEwummNXhtFFllUiIqSUcx280PS7YyWlsnt4A28RgB57STbNKcJ+G//E5nX92Pf/FV5OzFJ509HgnSKI+HDNugkyVAQArBi9gr8/ZUvY+S1vai5bw0+teUJ28JU1sn3GfGHmCFqS3qhncQfUppiAhkLihFCrNAoI4QYGPUNs8iiAhVYM38NHmt5zPXGuZSdMdrajN7TvdpGaDilchkEjQByg53DkHNxMLx2iiPqYRt0klQoCCH3Ba67fQGuts10TE0qmHyvjWHw16/h0osDANx7oY2F1vDQUCzyT9w1lxiqS4ie0CgjJH14icg21ufp75leUN/QixgEONsZ5+UwfnvnmtgiNNycDyP6Z3h44jGjHbxB0AggEg9OneJIPDBrgSSVshaECjb0Lmr3WCffpV/biOrbe4t6oe3EH2soLglGXDWXGKpLiL7QKCMkXXipC2Zdn5+49wlceOeCb+dNMTtj60+3Ymx/PBEaTufjD3dvyNuaZiHIiSSKQHE55XRpWKCidifxD7MWSJIpW0HIzYbe+sW1m3zlpiZPXmhrSG4SF2HdiKPmEkN1CdETGmWEpAuvdcGs6/OFdy6g4+6OQGOwszPiitAodT4ACaBwvLXjJTLTYnPG5ZTTrWGBitqdxB9xZy0QEoSyFYT8bujNk28pL7Sx8CZF/EnKOHWAobqE6AmNMkLShde6YKrWZ2tESlwRGsXOx7Yrz2NqTx16eyfOhzU9LC3E4ZRjwwJSiqR2iiakbAWhYgaD2xBUsxe65r41OL52Bpb0nHfthfYiulCo0Q+G6hKiLzTKCEkGbtNvvNQFU7E+F4tIiStCw3o+tpzagTdurENDnf0clzb7MQ6nHBsWEDcktVM0KW/KVhCyMxi8hKAaXuia+9bg/ilPYiwzhqopVfj7+748yQut+0LMQtf+YKguIfpCo4wQvfGSfuO1LljY67NuaeLG+dhyakf+sfffNoj9++uwatV4I5RMTIOLgLijs9iwgBCSJspWEAImGwxeF/ylGzbgR//01xjLjL8mO4bja2fg0/eEk0dMoYYQQgghacOcfvPm2+fyUdYje/bm028OnDmAzKkMmuc2o3pXb0FdsB9tfiT/2k9teUL5hlynNPGWFonLg4PYOKUbQ9n/C5XV1RgeFsDrQOP/3979B9lVl3cc/zzZkCjibgSZiJAliEmqFlkwVZeKXsZogDJCO/4IZoHWX3WMtUw7Y5fqtA7acZVi0SnYkYrDj/gLrWmmatEFdrWTjRBiTBANBswvDBGDyRoFliRP/zj3JGdv7s3u3b3nxz3f92smk71nb+797ndPzn3uc5/v8z1zmx55sls9PeVPUOTxoRwbFgAoo6ATQrWm8oJfOeMC+VX3SHLNes9FqpxxQerjbJW4NPtIr6OoESEJJwAAkJa40mLX/sc1umpQp6+SRiV1XrZE5/b3a+3OteMqtr9hHzqcDFq7c63e/tyb9bYFXXpmy506aeey1BMDRVgmfmRreNPDu16k60/5jvY//Rzp6SP3mdExUz09xHFpYMMCAGVFQihhKi/4vfN6dfaL9mnv03u1ssW7HKTZlLpeqfbvtm/XjI6Zkk5t3RMBAADUMDNtWjpXp686cmzT0rm6xOyoiu2fXNCl/tdVN+zYOqSxQ2O6redxdczo0NkZLd/KoyIlGf9t2BB9HW0lP1uPPNl9+H7RLmKu+39B/JYWNiwAUFbBJoQaNTJs5gU/fqH+8douSV265orTJRV/SVejnRL+/rnxTgl8ygEAANLj7tEyscSxs+7aLT/f61Zsx3HJ4e8p/+VbWdiwIYo3o0TQET09pg0bkruIEbeljQ0LAJRRkAmhZhoZFkGrE0zslAAAAPISx12jqwbH7dQ6umpQ608Y0Gv7+xtWbBdh+VbaantIxtVBUlwNFMWG9JbMHhsWACib4BJCjapj4jXBjbY8rSfNJV1pGNkxMi6AYqcEAACQtdrlN5eYyc93rT9h4PDym2NVbE9n+dZkt7ovkp4e1VQDRYoedwJFVPt+CAhdcAmhdqmOaXWSaWTHyLgGjYNXDGr2yuFx92GnBAAAsmdmF0r6rKQOSf/p7gM1358t6TZJr5K0R9I73H2rmc2X9DNJm6t3Xevu789q3NORx/KbdqgQT8Z/jb4GMDW174fubnH/V6Adzch7AHlIJoVi0wlChoaK/wI9rkHjgTFtvO76w1VRlz/4oBb19WnzHXdo/cCA3D3v4QKYotr/v/x/BorNzDok3SjpIkkvl3S5mb285m7vlvRbd3+ppH+T9KnE9x5x957qn7ZIBsWyXH6TrBCPY524QvzZ0dFcrpWVypFET/Lretoh1gSKrrZh/dDWobyHBOQuuAoh6cja9aSiVMfUrhtv1SdCtQ0au09ZoLl9i9kpIRDtWCKP5rXDp98AjvJqSVvc/VFJMrOvSrpU0kOJ+1wq6WPVr78h6d+Ni3hTil4hPn4XMSqCgDTUa1gPhC64hFDyE6E4CIhvS/n00cniRb9eE0Z2SggDSYIwtLI/GiaPZCta4FRJOxK3d0p6TaP7uPsBM9sn6aTq984wsx9LGpX0UXf/Yb0nMbP3SXqfJHV3d9e7S1tqph9IHOvk3T+x9sO/53ce0P7fBReSA5kLoSk90KzgXn1qGxkWrTomzUbVtU0YQ9wpIbQ3byQJwlH0T7/LiGQrCmCXpG5332Nmr5K0ysxe4e6jtXd09y9I+oIkLV68uBRrSZvtB5J1hXi9HkBSVA30kpftkxRtGbZ/bL+kOZLG7yIGoPWm05QeKKPgEkJSPo0M60lreRjqC/HNG0mCsBTl0+8QkGxFCz0maV7i9mnVY/Xus9PMZirKJOzxqPHNM5Lk7g+Y2SOSFkpal/qoC6BeP5BGb/SKVCHe0yMt/fhN+vGV50nu6njXEnV/6xF1d52eyfMDABALMiEkZVMdM50ED0mh1gr5zRtJgnAUuT9a2ZBsRQvdL2mBmZ2hKPGzTNI7a+6zWtJVkkYkvVXSPe7uZnaypCfd/aCZvUTSAkmPZjf0fDXTDyRZIf7M8jdo4P8G9Iblb9Aitb5CvPYDvzlzjvQGio1++APSLpdO+YlmdczSnOdEFULEfwCALAWbEErKaxlRmsvDMF7Ib95IEoShSJ9+h4JkK1qh2hPog5LuUrTt/C3u/lMzu1bSOndfLemLkm43sy2SnlSUNJKk10u61syelXRI0vvd/cnsf4p8NNsP5JUrVmjN9jVacvuSw0mkwSsG9aru8zIa8RGds7t0zjn79LZPr1Fl/t3q/UhX5mMAACD4hFAay4iaXQo2+sw+7X16r0Z2/Io1rSkK8c0bSYJwFL0/WhmRbEWruPt3JH2n5tg/Jb5+WtLb6vy7b0r6ZuoDLLBm+4EMbxset8zs9o23a3jbcEsbzNb7wK92S/noPl2SrmnJcwIAMBVBJ4TyXEYU74px0vEn6eeXXK2xg2N6420TN0TE1IX45o0kQViK0h8tBCRbgXxMt6o7ucysY0aHvrThSzpw6MCkmlLHmtnZDACAIgs6ITTRMqILLogCjGaXck20FCy5K4aZ6ZAf0iE/NGFDRExdyG/eSBKEJcTdA/NAshXIXiuqupPLzLbv266b1988qabUsWZ2NkvGf7QFAAAUUdAJISmfZUTJXTFm+Ax1zOiQySZsiFg07bSFe+hv3tJKEvApKUJGshXITiuruuNlZiM7RnTrT26dVFPqWKOdzeotD0smgXi9BAAUUfAJoXrLiBafuV3P7+7W8HAUWEy16XOj+9fuinHDhTdozx/2tFWQ0I5buPPmrbWa+ZQUKCsqsoBspLE5RLNNqaXmdjaL8XoJACiqoBNCjZYRPfWJ3dV7nJ7K804lACmSdt7CnTdvrdPoU1IAANKQRlV3s02pkzHcnR/+gC66rks9PfW3mI8/UFz68fReL9upWhsAUDxBJ4QaLSO6XVGly4fujCpd0lj33WwAUiQhb+GOI6byKSkAAFO1ZvsabbzuenUmjuWxOUQcw901e3L3T+v1sh2rtUNE0g5AkQWdEJImWEZ0Z/OPN9XlZe0mxC3cMV67V7oBANrHmu1rdPPVb9ebNnfp+4v26b03fF2zVw7nsjlEHOvFVUGS1NUl9fQ06iHU+tfLdq7WDglJOwBFF3xCSGq8jKjsSZ3pCHELdxytnSvdAADtY3jbsPbPfFbfXbBHXzn7N1q4bVj9GW4OkUzybNjQ/L9v9esl1drFR9IOQDsgIdQitZ8WlblSKOQt3AEAQPYq8yv6+Nkf19iBMc2aGS27ymJziDieS+rpGX+7NtbLKvajWrvYSNoBaAfBJYTKsu1nnj9H6Fu4AwCAiSUrINxdksbdbiZeaLRMOe2YI64GihtFJ5tGd3Wl+tQTolq7+EjaASi6oBJCaW77GX8alEVlUBG2L2ULdwAA0Eiyd8qmm27S2Oio5K5ZXV066wMfmFIflayWKVcqUSKop+dI8qee2kqhLFGt3R5I2gEouqASQmXZJrsoPwdbuAMAgFrJ3inuLpnp4WqiYuHy5XpgYEAPt1kflbgaaO/eYrQFoFq7+EjaAWgHQSSE4mDj8LafB9LbJjuL4IDtvgEAQFHV9k5JenjlSknF7KNyrN3Diohq7WIjaQegHZQ+IZQsWe6d16vBKwa18brr1X3KgrasDpLY7hsAABRbvd4pSe2WuEh+4FekDUOo1i42knYAiq7UCaF62z3OXjmsznt+rrl9i8ddoItQ/tsMtvsGAABFVa93SlIR+6hk2Q8S4SBpB6DISp0QasftHglCAABAO0v2Tlm4fPlRPYRkVrg+KsRfAIAQlTohJE283WPtenECAgAAgKmr7Z2y6aabtLCvT7t+t0v37d2ong9+SItU3D4qxIAAgFCUPiHULts9tntiqnaXkHbZNQQAALResnfKK1es0Jrta/SO25Zo7NCYZt2+WoNXDOpV3eflPUzNmRP9HW8v327xFwAA01HqhFC97R4Xn7ldT31it25XlBQaGmrPHkJFkmzcbWaH5/24zk69csWKvIcHAABykPxgaHjbsMYOjemgH9TYwTENbxvWeTklhIj5AACIlDohVG+7x+d3d0sqXplyuzYyrNe4O5mEo1IIAABU5lc0q2OWxg6OaVbHLFXmV7J53pqnieOrDRui78WVQV1d47+fNiqrAQBFUOqEkHSkZPmCC6IX2eFhk3S6PnTnCunOIy/87ZKAKZp2bNwNAACy1TuvV3dfebeGtg6pMr+S6k6pjT5ci5NA8fL8DRtSG8IxUVkNACiK0ieEpPba3rEdE1MTNe4GAADondebSSJIOjr5kzwe6+mJbvf0ZFsZRGU1AKAogkgISdELfbJSKL4t8aI7Xe3SuBsAAJRLshooTvbEy8DqVQDVJoFql5SljcpqAECRBJMQistzpX5JlOe2Sr3G3fFtiUohAACQrtp+QLFk8idWmwTKozKbymoAQFHMyHsAWUiW516/dED33nskifHs6Gi1UqixSiX7T5BaaWTHiD75w09qZMdIyx+7XuPuc/v7taivr3CNuwEAQDnEsdnwcJQISlYDdXVFf4aGxieDYkND+S7Rb1RZPVE8CgBAqwVRIRRyee7IjhG98bY3Ht7V4+4r7275+v24cXc8j/F8l3leAQBAPiqVoyt/6lUDScXrzUhlNQCgSIJICElTK8+Nq4LihoTttiW8JA1tHdLYwTEd9IMaOzimoa1DqTR0rJ1HghkAAJCW2h5AtV8XwciOkaN2VWtUWS2JymoAQOaCSQiF2vi4Mr+iWR2zDlcIVeZX8h4SAABA0+bMif6OewXVVgoVJREkHbtCm8pqAEBRBJEQmmp5bhxYFO0Tp2b0zuvV3VfefdQnVAAAAEU3UQyW5ZbxzZioQpvKagBAEQSREGqmPLedkz+N9M7rJREEAADaRnIzj9pdxLq6or+LHKtRoQ0AaAdBJISk6ZXnFjngAAAAKJt417A4CZTcRawdUKENAGgHwSSEpGOX55ahgTQAAEA7i+OvOBEUS+4i1i6xGRXaAICim5H3AAAAABCmSuVIEihuEp3U1RX9GRo6ekt5AAAwPUFVCB1LGRpIAwAAtLPa7eSTiM0AAGgtEkIAAADIVO1S/Tlz6m8nTxIIAID0kBCqQeABAACQL5JBAACkj4QQAAAAMlVvqT7L9gEAyBYJIQAAAKSuXvIHAADkh4QQAAAAcpGsBqIyCACAbJEQAgAAQGomaiAtkQwCACAPM/IeAAAAAAAAALJFhRAAAABSQwNpAACKKegKoUqFpoYAAAAAACA8VAgBAAAgdTSQBgCgWIJMCNU2N6RsGQAAAAAAhCToJWMAAAAAAAAhCrJCqF5zQwAAAAAAgFBQIQQAAAAAABCYICuEYlQGAQAAAACAEFEhBAAAAAAAEBgSQgAAAAAAAIEpbULI3Y95O+vHAYDJ4roDoJ0RgwFoR1xzEKJJJYTM7EIz22xmW8ysv873Z5vZ16rf/5GZzW/1QJux8cYbtX5gQJWKq1KJ/jMvPnO7/mTBY1N6nPhi4O5aPzCgjTfemMKoAYDrDhCi6cRZZnZN9fhmM1ua5bjrqY3BKpUoBmv2Gsa1EECWuOYgVBM2lTazDkk3SnqTpJ2S7jez1e7+UOJu75b0W3d/qZktk/QpSe9IY8ATcXc9OzqqzXfcoT3736rfnzhL3/7oZ/TU7uU6MOd4rdm+Ted1n9fU4+za/7g2LZ2rs+7ardFVg1rU1yd3l5ll8BMBCEXyuiNJ5/b3a/3AgDbfcQfXHaCkphNnmdnLJS2T9ApJL5Y0aGYL3f1gtj9FpF4MNuuJ32vGb/dr+68e1lmTvIYRgwHIEvEXQmYTlcKZWa+kj7n70urtayTJ3T+ZuM9d1fuMmNlMSY9LOtmP8eCLFy/2devWteBHOFql4trzyy16cPsCSdLxM0b1h0OdkqQZ83+gs190ttaPdE34OO6ub3/0ao2uGjx8rPOyJfqzT9zARQF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      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items(items, sort_key = lambda x: x[1][2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 科技文档 ACL数据\n",
    "\n",
    "* 文件夹scisumm-corpus\n",
    "* 使用data/Training-Set-2019/Task2/From-ScisummNet-2019\n",
    "    - 共977篇文章，868篇论文可用\n",
    "    - 共84篇没有【ABSTRACT】标签\n",
    "    - 共25篇不足3个section\n",
    "    \n",
    "    - 特别注意\n",
    "        - N01-1008.xml 没有抽取中间章节\n",
    "\n",
    "* TODO\n",
    "    - 数据集的introduction和conclusion不是很好"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lxml import etree\n",
    "from pathlib import Path\n",
    "import re\n",
    "\n",
    "names = list(map(lambda p: p.name, Path(\"../data/scisumm-corpus/data/Training-Set-2019/Task2/From-ScisummNet-2019/\").glob(\"*\")))[:175]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "from itertools import chain\n",
    "files = chain(*[(path / \"Reference_XML\").glob(\"*.xml\") \n",
    "    for path in Path(\"../data/scisumm-corpus/data/Training-Set-2019/Task2/From-ScisummNet-2019/\").iterdir()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "def build_item(file):\n",
    "    tree = etree.HTML(file.read_text())\n",
    "    \n",
    "    abstract = \"\".join(tree.xpath(\"//abstract/s/text()\"))\n",
    "    if not abstract: \n",
    "        return \"No <abstract>\"\n",
    "    \n",
    "    sections = [( section.xpath(\"@title\")[0], \n",
    "      \"\".join(section.xpath(\"s/text()\")) ) for section in tree.xpath(\"//section\")]\n",
    "    \n",
    "    sections = list(filter(lambda sec: sec[0] != \"\" and\n",
    "           not re.search(\"(acknowledge?ment|reference|appendix|abstract)\", sec[0].lower()), sections))\n",
    "    \n",
    "    if len(sections) < 3: \n",
    "        return \"It needs more sections.\"\n",
    "    \n",
    "    introduction = conclusion = section_content = \"\"\n",
    "    \n",
    "    for title, content in sections:\n",
    "        \n",
    "        if re.search(\"(introduction|motivation|background)\", title.lower()):\n",
    "            introduction += content\n",
    "        \n",
    "        elif re.search(\"(conclust?ion|discussion|result|summary)\", title.lower()):\n",
    "            conclusion += content\n",
    "        \n",
    "        else:\n",
    "            section_content += content\n",
    "        \n",
    "    if not introduction:\n",
    "        introduction = \"\"#sections[0][1]\n",
    "    if not conclusion:\n",
    "        conclusion = \"\"#sections[-1][1]\n",
    "\n",
    "    return Item(abstract, introduction, conclusion, section_content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items( list(filter(lambda x: isinstance(x, Item), list(map(build_item, files))))[:] , scatter=False\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items( list(filter(lambda x: isinstance(x, Item), list(map(build_item, files))))[:175] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CNN新闻数据\n",
    "\n",
    "* 需要清洗导入数据\n",
    "* 借助@highlight作为标准摘要"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "import string \n",
    "\n",
    "def split_story(file):\n",
    "    content = file.read_text()\n",
    "    idx = content.find(\"@highlight\")\n",
    "    story, hightlights = content[:idx], content[idx:].split(\"@highlight\")\n",
    "    return story.split(\"\\n\"), [h.strip() for h in hightlights if len(h) > 0]\n",
    "\n",
    "\n",
    "def preprocess(lines):\n",
    "    def _pre_line(line):\n",
    "        idx = line.find(\"(CNN) -- \")\n",
    "        if idx > -1:\n",
    "            line = line[idx + len(\"(CNN)\"):]\n",
    "        \n",
    "        words = line.lower().split()\n",
    "        table = str.maketrans(\"\", \"\", string.punctuation)\n",
    "        words = [word.translate(table) for word in words]\n",
    "        words = filter(lambda word: word.isalpha(), words)\n",
    "    \n",
    "        return \" \".join(words)\n",
    "\n",
    "    return list(filter(lambda l: len(l) > 0,\n",
    "                            map(_pre_line, lines)))\n",
    "\n",
    "items = []\n",
    "\n",
    "for file in Path(\"../data/cnn/stories\").glob(\"*.story\"):\n",
    "    story, highlights = map(preprocess, split_story(file))\n",
    "    \n",
    "    sent_count = len(story)\n",
    "    \n",
    "    intro_idx = int(0.3 * sent_count)\n",
    "    conc_idx = int(0.1 * sent_count)\n",
    "    \n",
    "    item = Item(*map(lambda ls: \" \".join(ls),\n",
    "              (highlights, story[:intro_idx],  story[-conc_idx:],\n",
    "               story[intro_idx:-conc_idx]) ))\n",
    "    items.append(item)\n",
    "                \n",
    "    if len(items) == 1750: break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "??corpus.CNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items(list(cnn.items_generator())[:100], sort_key = lambda x: x[0][2], scatter=False, save=\"cnn\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items(items, sort_key = lambda x: x[0][2], scatter=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items(items, sort_key = lambda x: x[0][2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BBC-news"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 303,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'350.txt'"
      ]
     },
     "execution_count": 303,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(Path(\"../data/bbc-news/BBC News Summary/News Articles/tech\").iterdir())[0].name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "cates = [\"business\", \"entertainment\", \"politics\", \"sport\", \"tech\"]\n",
    "\n",
    "base_path = Path(\"../data/bbc-news/BBC News Summary\")\n",
    "article_path = base_path / \"News Articles\"\n",
    "summary_path = base_path / \"Summaries\"\n",
    "\n",
    "\n",
    "for file_path in (article_path / category).iterdir():\n",
    "    article = (article_path / category / file_path.name).read_text()\n",
    "    summary = (summary_path / category / file_path.name).read_text()\n",
    "    \n",
    "    article.split(\"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_items(list(duc.items_generator())[:100], sort_key = lambda x: x[0][2], scatter=False, save=\"duc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "sln-summarizer",
   "language": "python",
   "name": "sln-summarizer"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
